{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "\"\"\"\n",
    "    SUE因子与长期动量共振\n",
    "    G1：SUE-前50%, 长期动量-前50%\n",
    "    G2: SUE-前50%, 长期动量-后50%\n",
    "    G3：SUE-后50%, 长期动量-前50%\n",
    "    G4: SUE-后50%, 长期动量-后50%\n",
    "    持有时间：持有至下一会计日，持有1个月，持有2个月\n",
    "    长期动量：3个月，2个月，6个月\n",
    "    股票池：中证800+中证1000\n",
    "\"\"\""
   ],
   "id": "b08a8b4d7cd24884"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "从测试结果来看，3个月动量的共振效果明显。持仓周期也可覆盖至40-60日",
   "id": "e857e650ed00cfb0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T03:04:48.971929Z",
     "start_time": "2025-09-30T03:04:48.968450Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from strategy.pb_roe import get_prev_financialdate\n",
    "from data_resource.data_bases import engine\n",
    "from utilities.utilities_func import get_next_tradeDate"
   ],
   "id": "c6f2edb2d526d52f",
   "outputs": [],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T02:41:22.761935Z",
     "start_time": "2025-09-30T02:41:22.723210Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 信号开始日期, 字典 {会计披露后一交易日:报告期}\n",
    "signal_temp = get_prev_financialdate(2016, 2024)"
   ],
   "id": "17180b5e54bfda57",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T02:42:00.281631Z",
     "start_time": "2025-09-30T02:41:40.834727Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 获取交易日\n",
    "sql1 = \"\"\"\n",
    "select cal_date, is_open from quant_research.\"basic_trading_date\" where is_open=1 and cal_date between '20140101' and '20250630'\n",
    "order by cal_date\n",
    "\"\"\"\n",
    "trading_date = pd.read_sql(sql1, engine)\n",
    "\n",
    "# 获取收盘价\n",
    "sql2 = \"\"\"\n",
    "select code, trade_date, close from quant_research.\"market_daily_qfq\" where trade_date between '20140101' and '20250630'\n",
    "order by trade_date\n",
    "\"\"\"\n",
    "price = pd.read_sql(sql2, engine)"
   ],
   "id": "9ce892903fbd5d41",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T04:54:29.645175Z",
     "start_time": "2025-09-30T04:50:52.241455Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def get_group(signal_temp: dict, trading:pd.DataFrame, price: pd.DataFrame, watching_period=-60, stop_period=-20):\n",
    "    \"\"\"对股票按SUE，长期动量进行分组\"\"\"\n",
    "    _sql = \"\"\"\n",
    "    select code, f_ann_date, end_date, sue_profit \n",
    "    from quant_research.\"factor_earningSuprise\" \n",
    "    where end_date<'2025-03-31' and date_part('month', end_date)!=12;\n",
    "    \"\"\"\n",
    "    \n",
    "    sue = pd.read_sql(_sql, engine)\n",
    "    \n",
    "    def _get_temp(x, signal_temp):\n",
    "        _m = [k for k, v in signal_temp.items() if v==x.strftime('%Y-%m-%d')]\n",
    "        if len(_m) == 0:\n",
    "            raise ValueError('wht')\n",
    "        else:\n",
    "            return _m[0]\n",
    "\n",
    "    sue['fore_cast_start'] = sue['end_date'].apply(lambda x: _get_temp(x, signal_temp))\n",
    "    sue['momentum_end'] = sue['fore_cast_start'].apply(lambda x: get_next_tradeDate(pd.to_datetime(x).date(), tradings=trading, n=stop_period))\n",
    "    sue['momentum_start'] = sue['momentum_end'].apply(lambda x: get_next_tradeDate(pd.to_datetime(x).date(), tradings=trading, n=watching_period))\n",
    "    \n",
    "    # 左连接收盘价\n",
    "    sue = sue.merge(price, how='left', left_on=['code', 'momentum_start'], right_on=['code', 'trade_date'])\n",
    "    sue.drop(columns=['trade_date'], inplace=True)\n",
    "    sue.rename(columns={'close': 'm_start_price'}, inplace=True)\n",
    "    sue = sue.merge(price, how='left', left_on=['code', 'momentum_end'], right_on=['code', 'trade_date'])\n",
    "    sue.drop(columns=['trade_date'], inplace=True)\n",
    "    sue.rename(columns={'close': 'm_end_price'}, inplace=True)\n",
    "    \n",
    "    # 计算收益率\n",
    "    sue['momentum'] = sue['m_end_price'] / sue['m_start_price'] -1\n",
    "    sue.dropna(inplace=True)\n",
    "    \n",
    "    sue['group_sue'] = sue.groupby('end_date')['sue_profit'].transform(\n",
    "        lambda x: pd.qcut((-x).rank(method='first'), q=2, labels=False, duplicates='drop')\n",
    "    )  # 0代表高SUE组，1表示低SUE组\n",
    "    sue['group_momentum'] = sue.groupby('end_date')['momentum'].transform(\n",
    "        lambda x: pd.qcut((-x).rank(method='first'), q=2, labels=False, duplicates='drop')\n",
    "    )  # 0代表高momentum组，1表示低momentum组\n",
    "    \n",
    "    return sue\n",
    "\n",
    "sue = get_group(signal_temp, trading_date, price, watching_period=-250, stop_period=-20)"
   ],
   "id": "3717284f359386d9",
   "outputs": [],
   "execution_count": 45
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T04:59:01.061952Z",
     "start_time": "2025-09-30T04:59:00.666816Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def get_group(x):\n",
    "    _sue = x['group_sue']\n",
    "    _momentum = x['group_momentum']\n",
    "    if _sue == 0 and _momentum == 0:\n",
    "        return 'G1'\n",
    "    elif _sue == 0 and _momentum == 1:\n",
    "        return 'G2'\n",
    "    elif _sue == 1 and _momentum == 0:\n",
    "        return 'G3'\n",
    "    elif _sue == 1 and _momentum == 1:\n",
    "        return 'G4'\n",
    "    \n",
    "sue['group'] = sue[['group_sue', 'group_momentum']].apply(lambda x: get_group(x), axis=1)"
   ],
   "id": "1d61128778960ed5",
   "outputs": [],
   "execution_count": 46
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T04:59:10.749892Z",
     "start_time": "2025-09-30T04:59:02.154623Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 假设持有20, 40, 60个交易日\n",
    "sue_signal = sue[['code', 'fore_cast_start', 'group']].copy()\n",
    "\n",
    "holding_period = [20, 40, 60]\n",
    "holding_period_dict = {}\n",
    "for i in holding_period:\n",
    "    _dict = {}\n",
    "    for t in sue['fore_cast_start'].unique():\n",
    "        _temp = get_next_tradeDate(pd.to_datetime(t).date(), tradings=trading_date, n=i)\n",
    "        _dict[t] = _temp\n",
    "    holding_period_dict[i] = _dict\n",
    "\n",
    "for i in holding_period:\n",
    "    sue_signal[f'sell_date_{i}'] = sue_signal['fore_cast_start'].apply(lambda x: holding_period_dict[i][x])\n",
    "\n",
    "# 左连接价格\n",
    "for i in holding_period:\n",
    "    sue_signal = sue_signal.merge(price, how='left', left_on=['code', f'sell_date_{i}'], right_on=['code', 'trade_date'])\n",
    "    sue_signal.drop(columns=['trade_date'], inplace=True)\n",
    "    sue_signal.rename(columns={'close': f'sell_price_{i}'}, inplace=True)\n",
    "sue_signal['fore_cast_start'] = pd.to_datetime(sue_signal['fore_cast_start']).dt.date\n",
    "\n",
    "# 左连接buy_price\n",
    "sue_signal= sue_signal.merge(price, how='left', left_on=['code', 'fore_cast_start'], right_on=['code', 'trade_date'])\n",
    "sue_signal.drop(columns=['trade_date'], inplace=True)\n",
    "sue_signal.rename(columns={'close': 'buy_price'}, inplace=True)"
   ],
   "id": "5648237501fd8079",
   "outputs": [],
   "execution_count": 47
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T04:59:11.892023Z",
     "start_time": "2025-09-30T04:59:11.884605Z"
    }
   },
   "cell_type": "code",
   "source": "sue_signal.head()",
   "id": "ec1e71f2681c59d6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     code fore_cast_start group sell_date_20 sell_date_40 sell_date_60  \\\n",
       "0  603600      2016-05-03    G1   2016-05-31   2016-06-30   2016-07-28   \n",
       "1  603588      2016-05-03    G3   2016-05-31   2016-06-30   2016-07-28   \n",
       "2  603686      2016-05-03    G1   2016-05-31   2016-06-30   2016-07-28   \n",
       "3  603799      2016-05-03    G1   2016-05-31   2016-06-30   2016-07-28   \n",
       "4  603688      2016-05-03    G2   2016-05-31   2016-06-30   2016-07-28   \n",
       "\n",
       "   sell_price_20  sell_price_40  sell_price_60  buy_price  \n",
       "0          13.54          17.91          14.87      14.97  \n",
       "1           8.00           7.75           8.01       8.11  \n",
       "2          23.30          22.31          20.70      22.23  \n",
       "3          12.33          14.62          13.70       8.08  \n",
       "4           6.75           7.95           7.40       7.14  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>fore_cast_start</th>\n",
       "      <th>group</th>\n",
       "      <th>sell_date_20</th>\n",
       "      <th>sell_date_40</th>\n",
       "      <th>sell_date_60</th>\n",
       "      <th>sell_price_20</th>\n",
       "      <th>sell_price_40</th>\n",
       "      <th>sell_price_60</th>\n",
       "      <th>buy_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>603600</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>G1</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>2016-07-28</td>\n",
       "      <td>13.54</td>\n",
       "      <td>17.91</td>\n",
       "      <td>14.87</td>\n",
       "      <td>14.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>603588</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>G3</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>2016-07-28</td>\n",
       "      <td>8.00</td>\n",
       "      <td>7.75</td>\n",
       "      <td>8.01</td>\n",
       "      <td>8.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>603686</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>G1</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>2016-07-28</td>\n",
       "      <td>23.30</td>\n",
       "      <td>22.31</td>\n",
       "      <td>20.70</td>\n",
       "      <td>22.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>603799</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>G1</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>2016-07-28</td>\n",
       "      <td>12.33</td>\n",
       "      <td>14.62</td>\n",
       "      <td>13.70</td>\n",
       "      <td>8.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>603688</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>G2</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>2016-07-28</td>\n",
       "      <td>6.75</td>\n",
       "      <td>7.95</td>\n",
       "      <td>7.40</td>\n",
       "      <td>7.14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 48
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T04:59:13.803113Z",
     "start_time": "2025-09-30T04:59:13.601328Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 持有20天后卖出\n",
    "sue_signal_20 = sue_signal[['code', 'fore_cast_start', 'group', 'sell_price_20', 'buy_price']].copy()\n",
    "\n",
    "sue_signal_20_return = sue_signal_20.groupby(['fore_cast_start', 'group']).apply(lambda x: (x['sell_price_20'] / x['buy_price'] -1).mean())\n",
    "sue_signal_20_return.name = 'return_20'\n",
    "sue_signal_20_return = sue_signal_20_return.reset_index()\n",
    "sue_signal_20_return['cumulative_return_compound'] = sue_signal_20_return.groupby('group').apply(\n",
    "    lambda x: (1 + x['return_20']).cumprod() - 1).reset_index(level=0, drop=True)  # 移除多余的索引层级\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# 为每个group绘制一条线\n",
    "for group_name in sue_signal_20_return['group'].unique():\n",
    "    # 筛选当前group的数据\n",
    "    group_data = sue_signal_20_return[sue_signal_20_return['group'] == group_name]\n",
    "    # 按时间排序\n",
    "    group_data = group_data.sort_values('fore_cast_start')\n",
    "    \n",
    "    # 绘制折线图\n",
    "    plt.plot(group_data['fore_cast_start'], group_data['cumulative_return_compound'], \n",
    "             marker='o', linewidth=2, label=group_name)\n",
    "\n",
    "# 设置图表属性\n",
    "plt.xlabel('Forecast Start Date')\n",
    "plt.ylabel('Cumulative Return')\n",
    "plt.title('Cumulative Return by Group')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)"
   ],
   "id": "782a6967a7c046ed",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\caitao\\AppData\\Local\\Temp\\ipykernel_42032\\574174830.py:4: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  sue_signal_20_return = sue_signal_20.groupby(['fore_cast_start', 'group']).apply(lambda x: (x['sell_price_20'] / x['buy_price'] -1).mean())\n",
      "C:\\Users\\caitao\\AppData\\Local\\Temp\\ipykernel_42032\\574174830.py:7: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  sue_signal_20_return['cumulative_return_compound'] = sue_signal_20_return.groupby('group').apply(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 49
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T04:59:22.716766Z",
     "start_time": "2025-09-30T04:59:22.513841Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 持有40天后卖出\n",
    "sue_signal_40 = sue_signal[['code', 'fore_cast_start', 'group', 'sell_price_40', 'buy_price']].copy()\n",
    "\n",
    "sue_signal_40_return = sue_signal_40.groupby(['fore_cast_start', 'group']).apply(lambda x: (x['sell_price_40'] / x['buy_price'] -1).mean())\n",
    "sue_signal_40_return.name = 'return_40'\n",
    "sue_signal_40_return = sue_signal_40_return.reset_index()\n",
    "sue_signal_40_return['cumulative_return_compound'] = sue_signal_40_return.groupby('group').apply(\n",
    "    lambda x: (1 + x['return_40']).cumprod() - 1).reset_index(level=0, drop=True)  # 移除多余的索引层级\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# 为每个group绘制一条线\n",
    "for group_name in sue_signal_40_return['group'].unique():\n",
    "    # 筛选当前group的数据\n",
    "    group_data = sue_signal_40_return[sue_signal_40_return['group'] == group_name]\n",
    "    # 按时间排序\n",
    "    group_data = group_data.sort_values('fore_cast_start')\n",
    "    \n",
    "    # 绘制折线图\n",
    "    plt.plot(group_data['fore_cast_start'], group_data['cumulative_return_compound'], \n",
    "             marker='o', linewidth=2, label=group_name)\n",
    "\n",
    "# 设置图表属性\n",
    "plt.xlabel('Forecast Start Date')\n",
    "plt.ylabel('Cumulative Return')\n",
    "plt.title('Cumulative Return by Group')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)"
   ],
   "id": "a6cc73c5d3cc3ec8",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\caitao\\AppData\\Local\\Temp\\ipykernel_42032\\1491119422.py:4: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  sue_signal_40_return = sue_signal_40.groupby(['fore_cast_start', 'group']).apply(lambda x: (x['sell_price_40'] / x['buy_price'] -1).mean())\n",
      "C:\\Users\\caitao\\AppData\\Local\\Temp\\ipykernel_42032\\1491119422.py:7: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  sue_signal_40_return['cumulative_return_compound'] = sue_signal_40_return.groupby('group').apply(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-30T04:59:38.938084Z",
     "start_time": "2025-09-30T04:59:38.740007Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 持有60天后卖出\n",
    "sue_signal_60 = sue_signal[['code', 'fore_cast_start', 'group', 'sell_price_60', 'buy_price']].copy()\n",
    "\n",
    "sue_signal_60_return = sue_signal_60.groupby(['fore_cast_start', 'group']).apply(lambda x: (x['sell_price_60'] / x['buy_price'] -1).mean())\n",
    "sue_signal_60_return.name = 'return_60'\n",
    "sue_signal_60_return = sue_signal_60_return.reset_index()\n",
    "sue_signal_60_return['cumulative_return_compound'] = sue_signal_60_return.groupby('group').apply(\n",
    "    lambda x: (1 + x['return_60']).cumprod() - 1).reset_index(level=0, drop=True)  # 移除多余的索引层级\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# 为每个group绘制一条线\n",
    "for group_name in sue_signal_60_return['group'].unique():\n",
    "    # 筛选当前group的数据\n",
    "    group_data = sue_signal_60_return[sue_signal_60_return['group'] == group_name]\n",
    "    # 按时间排序\n",
    "    group_data = group_data.sort_values('fore_cast_start')\n",
    "    \n",
    "    # 绘制折线图\n",
    "    plt.plot(group_data['fore_cast_start'], group_data['cumulative_return_compound'], \n",
    "             marker='o', linewidth=2, label=group_name)\n",
    "\n",
    "# 设置图表属性\n",
    "plt.xlabel('Forecast Start Date')\n",
    "plt.ylabel('Cumulative Return')\n",
    "plt.title('Cumulative Return by Group')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)"
   ],
   "id": "44018a16121095b9",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\caitao\\AppData\\Local\\Temp\\ipykernel_42032\\1362215427.py:4: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  sue_signal_60_return = sue_signal_60.groupby(['fore_cast_start', 'group']).apply(lambda x: (x['sell_price_60'] / x['buy_price'] -1).mean())\n",
      "C:\\Users\\caitao\\AppData\\Local\\Temp\\ipykernel_42032\\1362215427.py:7: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  sue_signal_60_return['cumulative_return_compound'] = sue_signal_60_return.groupby('group').apply(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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eeMKp+0dERPDll18yYcIEevXqxTXXXMOAAQPw8fHhxIkTfPbZZ4B9jrojvXr1Ytq0abz++uvk5ORw/vnns2nTJt577z0mTZpkM3Pr6viWlZUxatQoJk+ezL59+3jllVcYPnw4EydOdOpzCiGQUmdCCOfs379fve2229SkpCTV19dXDQkJUYcNG6a++OKLNqW0ioqK1FtuuUUNCwtTQ0JC1MmTJ6sZGRk1ljrLzMy0ec60adPUoKAgu+eff/75avfu3W3aDh06pI4ePVr18/NTY2Ji1Iceekj98ccfnSp19tZbb6kdO3ZU/fz81C5duqjvvPOOuU/W9u7dq44cOVINCAhQAXP5qZpKramqql5//fUqoI4ePbrG8fziiy/U4cOHq0FBQWpQUJDapUsX9e6771b37dtX4zXWz/3jjz/s3jMajWpKSoqakpJiLjd26NAhderUqWpsbKzq4+OjJiQkqJdddpn6+eef21z7xhtvqO3bt1f1er3N+BmNRnX27NlqZGSkGhgYqI4bN049ePBgjaW4HPXL0c9OVR3/XBwB1LvvvltdtmyZ+WfWp08fh6XZVFUroxYeHq6GhYWpxcXFdd7fWmpqqvrPf/5T7datmxoQEKD6+fmp7du3V6dOnaquXbvW5tyafodVVVXLy8vV+fPnq8nJyaqPj4/atm1bde7cuTb/raiq6+P7yy+/qLfffrsaHh6uBgcHq9dff72alZXl0mcUoqVTVFUqYwshhPAeFRUVxMfHM2HCBN56663G7o5bvPvuu9x888388ccfdrsFCiFcIzm/QgghvMpXX31FZmYmU6dObeyuCCGaIMn5FUII4RV+//13/vzzT5544gn69OnD+eef39hdEkI0QTLzK4QQwiu8+uqr3HXXXURHR/P+++83dneEEE2U5PwKIYQQQogWQ2Z+hRBCCCFEiyHBrxBCCCGEaDFkwVsdTCYTp0+fJiQk5Jz2aRdCCCGEEJ6hqir5+fnEx8ej09U+tyvBbx1Onz5N27ZtG7sbQgghhBCiDidOnKBNmza1niPBbx1CQkIAbTBDQ0PN7SaTiczMTKKiour8C8ObyThoZBwsZCw0Mg4aGQcLGQuNjINGxsHCHWORl5dH27ZtzXFbbST4rUNVqkNoaKhd8FtSUkJoaGiL/qWVcdDIOFjIWGhkHDQyDhYyFhoZB42Mg4U7x8KZFNWWPdpCCCGEEKJFkeBXCCGEEEK0GBL8CiGEEEKIFkNyft1AVVUqKiowGo2N3ZUGZzKZKC8vp6SkBJ1Oh4+PD3q9vrG7JYQQQgjhkAS/56isrIz09HSKiooauyuNQlVVTCYT+fn5KIqCoii0adOG4ODgxu6aEEIIIYQdCX7PgaqqHD16FIPBQHx8PL6+vi1uI4yqWW+DQftVyszM5OTJk3Ts2FFmgIUQQgjR5Ejwew6MRiMmk4n4+HgCAwMbuzuNwjr4VRSFqKgojh49Snl5uQS/QgghhGhyZMHbOVBVFaDF1+ez1tJmvoUQQgjRvEjUJoQQQgghWgwJfoUQQgghRIshOb9NgNGksulINhn5JUSH+DMwOQK9TtIHhBBCCCHcrVnN/K5du5YJEyYQHx+Poih89dVXdV6zZs0a+vbti5+fHx06dODdd9/1eD9dsWJXKsMX/8S1b2xkxsfbufaNjQxf/BMrdqV6/NlpaWnMmDGDDh064O/vT0xMDMOGDePVV181l257/fXXueCCCwgNDUVRFHJycjzeLyGEEEIIT2lWwW9hYSG9evXi5Zdfdur8I0eOcOmll3LhhReyfft27rvvPm699VZ++OEHD/fUOSt2pXLXsq2k5pbYtKfllnDXsq0eDYAPHz5Mnz59WLlyJQsWLGDbtm1s2LCBBx98kG+//ZZVq1YBUFRUxPjx43nooYc81hchhBBCiIbSrNIeLr74Yi6++GKnz3/ttddITk7mueeeA6Br166sW7eO559/nnHjxnmqm04xmlTmf7Mb1cF7KqAA87/ZzZhusR5JgZg+fToGg4HNmzcTFBRkbm/fvj2XX365uZLFfffdB2gz6EIIIYRooUxGOLYeCtIhOAYSh4KueZY0bVbBr6s2bNjA6NGjbdrGjRtnDugcKS0tpbS01Pw6Ly8P0LbxNZlM5naTyWQOEFVVNR9PfGkdmflldfattMLI2aLyGt9XgdTcEvo/+SN+hrp/uaJCfFl+z/A6zwPIyspi5cqVPPXUUwQGBpr7btcHq3ZHn7Wm96p2fbMeL29X9fvQkj5zTWQsNDIOGhkHCxkLjYyDplmNw55vUH6Yg5J32tykhsajjlsEXSec8+3dMRauXOvVwW9aWhoxMTE2bTExMeTl5VFcXExAQIDdNQsXLmT+/Pl27ZmZmZSUWNITqrb0rdrkoaKiAoCM/FLS80rtrq8vLUCuOUiuoqKa+1CXffv2oaoqHTp0sLkmLi7O/BnvvPNOFi5caH7PaDQC2HxW0ALeqvcURaGiogKTyURWVhY+Pj5O9ccbmEwmcnNzUVW1xdd9lrHQyDhoZBwsZCw0Mg6a5jIOfodX0mrlvVD9u+q8VJTPppEz9l+Uth97Ts9wx1jk5+c7fa5XB7/1MXfuXGbOnGl+nZeXR9u2bYmKiiI0NNTcbjKZqKiooKCgAIPBYN7eNzrED4W60xTqmvmtEh7o4/TMb1Uf6lK185per7e55vfff8dkMnHDDTdQXl5u817VNdaf1VpVoGswGNDpdLRu3Rp/f3+n+uMNTCaTeYe7pvw/Yg1BxkIj46CRcbCQsdDIOGiaxTiYjCgfLQRUu8hGQUVFodXGRagDrz2nFAh3jIUrMYdXB7+xsbGkp6fbtKWnpxMaGupw1hfAz88PPz8/u3adTmf3A6nazUxRFPPxN/8Y4VTfjCaV4Yt/Ii23xGHerwLEhvmzbvZFbs/57dixI4qisH//fpsd2VJSUgAICAiw+Uzg+LOCNvNb/T1FURyOl7drqZ/bERkLjYyDRsbBQsZCI+OgafLjcOw3sEp1qE5BhbxTKCc2QrJV/FOP/OBzHQtXrmuio+0eQ4YMYfXq1TZtP/74I0OGDGmkHlnodQrzJnQDcPDXlGbehG4eWezWunVrxowZw0svvURhYaHb7y+EEEIIL1CQXvc5AL8+B6k7tOPdy2FpD3jvMvjiFu3fS3to7U1Eswp+CwoK2L59O9u3bwe0Umbbt2/n+PHjgJayMHXqVPP5d955J4cPH+bBBx9k7969vPLKK3z66afcf//9jdF9O+N7xPHqDX2JDbOdqo8N8+fVG/oyvkecx579yiuvUFFRQf/+/fnkk0/Ys2cP+/btY9myZezdu9ec5pCWlsb27ds5ePAgADt37mT79u1kZ2d7rG9CCCGEaAKCY+o+B+Dwz/DvkbD0PPj0RvvZ4rxU+HRqkwmAm1Xaw+bNm7nwwgvNr6tyc6dNm8a7775LamqqORAGSE5O5rvvvuP+++/nhRdeoE2bNrz55puNXubM2vgecYzpFtvgO7ylpKSwbds2FixYwNy5czl58iR+fn5069aNWbNmMX36dEArF2e9AHDkyJEAvPPOO9x0000e7aMQQgghGlHiUAiN14JXh0ma1eQcq+GNyiKuK+ZAl0sbvUSaotZU50oA2oK3sLAwcnNz7Ra8nTp1ivz8fNq3b9+iFndZq6p2YTAYUBSFkpISjhw5QnJycosaE5PJREZGBtHR0U03d6uByFhoZBw0Mg4WMhYaGQdNsxmH3cu1WVu74Ldyku5vr0F5EWx4GbIO1n2/ad/a5gfjnrGoKV5zpAmPthBCCCGEaFTdJsLf/m3fHhoPk9+HXtdA/7/DBXOdu5+zecQe1KzSHoQQQgghRAOLO89y3G4IXPh/9hUcnM0PdvY8D5KZXyGEEEIIUbO8U5bjxKFa2kL1vN2q/OAa9zpQIDRBO6+RSfArhBBCCCFqlmsV/IYmOD5Hp4fxiytf1FDEdfyiRl/sBhL8CiGEEEKI2ljP/Ia1qfm8bhO1PODQaqVaq/KDu030TP9cJDm/QgghhBCiZtbBb2h87ed2m6iVM3Nxh7eGJMGvEEIIIYSomTNpD9Z0ertyZk2JpD0IIYQQQoiaVc38+gRCQHjj9sUNJPgVQgghhBCOqapl5jc0HhTP7kDbECTtoSkwGZt0bowQQgghWqiSXCgv1I6dSXloBmTmt7HtXg5Le8B7l8EXt2j/XtpDa/ewtLQ0ZsyYQYcOHfD39ycmJoZhw4bx6quvUlRURHZ2Nv/4xz/o3LkzAQEBtGvXjnvvvZfc3FyP900IIYQQTUDeacuxlwS/MvPbmGraLzsvVWv3YFmQw4cPM2zYMFq1asWCBQvo2bMnfn5+7Ny5k9dff52EhATat2/P6dOnefbZZ+nWrRvHjh3jzjvv5PTp03z++ece6ZcQQgghmhCbMmcS/IpzYTLCitnYBb5Q2abAijlauRAPpEBMnz4dg8HA5s2bCQoKMre3b9+eyy+/HFVVURSFL774wvxeSkoKTz31FDfccAMVFRUYDPLrI4QQQni13JOWY5n5FQ79+3woyKj7vIpSKM6q5QRV+2vrmY5g8Kv7fsHRcMcvTnUxKyuLlStXsmDBApvA15pSQ0J7bm4uoaGhEvgKIYQQLYGkPYg6FWRA/um6z3NWrQFy/Rw8eBBVVencubNNe2RkJCUlJQDcfffdLF682Ob9M2fO8MQTT3D77be7vU9CCCGEaIIk7UHUKTjaufPqnPmtFNDa+Znfc7Rp0yZMJhPXX389paWlNu/l5eVx6aWX0q1bNx577LFzfpYQQgghmgFJexB1cjL1AJNRq+qQl4rjvF9Fq6d330635/x26NABRVHYt2+fTXv79u0BCAgIsGnPz89n/PjxhISE8OWXX+Lj4+PW/gghhBCiiapKe/AJAv+wxu2Lm0ips8ai08P4qrSC6vm1la/HL/LIYrfWrVszZswYXnrpJQoLC2s9Ny8vj7Fjx+Lr68vy5cvx9/d3e3+EEEII0QSpqiXtISzBKza4AAl+G1e3iVo5s9A42/bQeI+WOQN45ZVXqKiooH///nzyySfs2bOHffv2sWzZMvbu3YterzcHvoWFhbz11lvk5eWRlpZGWloaRqPRY30TQgghRBNQkgPlRdpxaHyjdsWdJO2hsXWbqJUza+Ad3lJSUti2bRsLFixg7ty5nDx5Ej8/P7p168asWbOYPn06mzZt4vfffwe0VAlrR44cISkpyaN9FEIIIUQjyrVa7BbapvH64WYS/DYFOj0kj2jwx8bFxfHiiy/y4osvOnz/ggsuQFUd5SMLIYQQwut5YaUHkLQHIYQQQgjhiHXw60VpDxL8CiGEEEIIe16a9iDBrxBCCCGEsCdpD0IIIYQQosWQtAchhBBCCNFiVKU9+IZ4zQYXIMGvEEIIIYSorvoGF15Egl8hhBBCCGGr+CxUlGjHXpTyABL8CiGEEEKI6nJPWo5DZeZXCCGEEEJ4s7zTlmMvC35lh7cmwGgysjVjK5lFmUQFRtE3ui96D29vLIQQQghRozyrmV/J+RXutOrYKsZ9MY6///B3Zv86m7//8HfGfTGOVcdWefzZaWlpzJgxgw4dOuDv709MTAzDhg3j1VdfpaioCIA77riDlJQUAgICiIqK4vLLL2fv3r0e75sQQgghGpHNBhcS/Ao3WXVsFTPXzCS9KN2mPaMog5lrZno0AD58+DB9+vRh5cqVLFiwgG3btrFhwwYefPBBvv32W1at0p7dr18/3nnnHfbs2cMPP/yAqqqMHTsWo9Hosb4JIYQQopFJ2oNwN6PJyKJNi1BR7d5TUVFQWLxpMRe2vdAjKRDTp0/HYDCwefNmgoKCzO3t27fn8ssvR1W1ft1+++3m95KSknjyySfp1asXR48eJSUlxe39EkIIIUQT4KW7u4EEv2435dspnCk+U+d5ZcYyckpzanxfRSWtKI0LPr0AX71vnfeLDIjkk8s+caqPWVlZ5hlf68DXmqIodm2FhYW88847JCcn07ZtW6eeJYQQQohmqKrag18Y+IU0bl/cTIJfNztTfIaMogy33a+2ALm+Dh48iKqqdO7c2aY9MjKSkhKtpt/dd9/N4sWLAXjllVd48MEHKSwspHPnzvz444/4+tYdkAshhBCiGVJVS9qDl9X4BQl+3S4yINKp8+qa+a3Syq+V0zO/52rTpk2YTCauv/56SktLze3XX389Y8aMITU1lWeffZbJkyfz22+/4e/vf87PFEIIIUQTU5QFxso4wMtSHkCCX7dzNvXAaDIy7otxZBRlOMz7VVCICYxhxZUr3J7z26FDBxRFYd++fTbt7du3ByAgIMCmPSwsjLCwMDp27MjgwYMJDw/nyy+/5Nprr3Vrv4QQQgjRBNhscOF9M79S7aGR6HV65gycA2iBrrWq17MHzvbIYrfWrVszZswYXnrpJQoLC126VlVVVFW1mRkWQgghhBexqfTQpvH64SES/Dai0YmjWXLBEqIDo23aYwJjWHLBEkYnjvbYs1955RUqKiro378/n3zyCXv27GHfvn0sW7aMvXv3otfrOXz4MAsXLmTLli0cP36c9evXc/XVVxMQEMAll1zisb4JIYQQohF5caUHkLSHRjc6cTQXtr2wwXd4S0lJYdu2bSxYsIC5c+dy8uRJ/Pz86NatG7NmzWL69Onk5OTw66+/snTpUs6ePUtMTAwjR45k/fr1REdH1/0QIYQQQjQ/1sGvF6Y9SPDbBOh1egbEDmjw58bFxfHiiy/y4osvOnw/MDCQ77//voF7JYQQQohGZbO7m6Q9CCGEEEIIb+blM78S/AohhBBCCIuq4Nc/DPyCG7cvHiDBrxBCCCGE0JhMVhtceF/KA0jwK4QQQgghqhSdAWOZduyFlR5Agl8hhBBCCFHFy/N9QYJfIYQQQghRxcsrPYAEv0IIIYQQoorN7m4y8yuEEEIIIbxZ3knLseT8CiGEEEIIr9YC0h5kh7cmQDUaKdq8hYrMTAxRUQT274ei9+z2xkIIIYQQdiTtoel5+eWXSUpKwt/fn0GDBrFp06Zaz1+6dCmdO3cmICCAtm3bcv/991NSUtJAva1b3sqVHBw1muPTpnF61iyOT5vGwVGjyVu50uPPTktLY8aMGXTo0AF/f39iYmIYNmwYr776KkVFRTbnqqrKxRdfjKIofPXVVx7vmxBCCCEaQVXaQ0A4+AY2bl88pFnN/H7yySfMnDmT1157jUGDBrF06VLGjRvHvn37iI6Otjv/o48+Ys6cObz99tsMHTqU/fv3c9NNN6EoCkuWLGmET2Arb+VKTs24D1TVpr0iPV1rf2EpoWPHeuTZhw8fZtiwYbRq1YoFCxbQs2dP/Pz82LlzJ6+//joJCQlMnDjRfP7SpUtRFMUjfRFCCCFEE2AyQV6qduylKQ/QzILfJUuWcNttt3HzzTcD8Nprr/Hdd9/x9ttvM2fOHLvz169fz7Bhw7juuusASEpK4tprr+X3339v0H47ohqNpC9YaBf4am+qoCikL1hIyKhRHkmBmD59OgaDgc2bNxMUFGRub9++PZdffjmqVb+2b9/Oc889x+bNm4mLi3N7X4QQQgjRBBRmgqlcO/bSlAdoRsFvWVkZW7ZsYe7cueY2nU7H6NGj2bBhg8Nrhg4dyrJly9i0aRMDBw7k8OHDfP/999x44401Pqe0tJTS0lLz67y8PABMJhMmk8ncbjKZzAGiqqrm46NXXU3FmTN1fh5TWRmms2drPkFVqUhLY//wEeh8feu8nyEykqTPP6vzPICsrCxWrlzJU089RWBgoE2ga9sFlaKiIq677jpeeuklYmJizO3W11QfB1VV7cbL21X9PrSkz1wTGQuNjINGxsFCxkIj46BpkuOQc8KcD6uGxqM2UN/cMRauXNtsgt8zZ85gNBrNAViVmJgY9u7d6/Ca6667jjNnzjB8+HBUVaWiooI777yThx56qMbnLFy4kPnz59u1Z2Zm2uQKm0wm8vPzzfetqKgAoDwzE2NGRn0+okOms2dx5sdZ1Q9n7Nu3D1VV6dChg801cXFx5s945513snDhQu677z4GDx7MpZdeaj7XaDSaj1VVxWg0AqAoChUVFZhMJrKysvDx8XHhkzZvJpOJ3NxcVFVFp2t2qfRuJWOhkXHQyDhYyFhoZBw0TXEc/E7sJrzyuEAXRqEb45nauGMs8vPznT632QS/9bFmzRoWLFjAK6+8wqBBgzh48CAzZszgiSee4JFHHnF4zdy5c5k5c6b5dV5eHm3btiUqKorQ0FBzu8lkoqKigoKCAgwGAwaDNpQ+UVFO5cbWOfNbSRce7vTMb1Uf6qKvTKPQ6/U21/z++++YTCZuuOEGysvL+f7771mzZg1bt261Oa/6dYA50DUYDOh0Olq3bo2/v79T/fEGJpMJRVGIiopqMv8j1lhkLDQyDhoZBwsZC42Mg6ZJjsORQvNhUHxnghysp/IEd4yFKzFHswl+IyMj0ev1pKen27Snp6cTGxvr8JpHHnmEG2+8kVtvvRWAnj17UlhYyO23387//d//ORxgPz8//Pz87Np1Op3d+VVBrqIo5uPkLz536vOoRiMHR42mIj3dcd6vomCIiaHD6lVuz/nt2LEjiqKwf/9+m0A9JSUFgICAABRF4eeff+bQoUOEh4fbXH/VVVcxYsQI1qxZg6qqduOgKIrD8fJ2LfVzOyJjoZFx0Mg4WMhYaGQcNE1uHPItNX51rdpAA/brXMfCleuayGjXzdfXl379+rF69Wpzm8lkYvXq1QwZMsThNUVFRXaDUTXrWVOea0NR9HpiHqrMX64+U1z5OuahuR5Z7Na6dWvGjBnDSy+9RGFhYY3nzZkzhz///JPt27eb/wF4/vnneeedd9zeLyGEEEI0Ipsav965uxs0o5lfgJkzZzJt2jT69+/PwIEDWbp0KYWFhebqD1OnTiUhIYGFCxcCMGHCBJYsWUKfPn3MaQ+PPPIIEyZMMAfBjSl07Fh4YSnpCxZSkZZmbjfExBDz0FyPlTkDeOWVVxg2bBj9+/fnscce47zzzkOn0/HHH3+wd+9e+vXrR2xsrMNZ9Xbt2pGcnOyxvgkhhBBNgskIx9ZDQToEx0DiUNA1fvzgMTa7u0m1hyZhypQpZGZm8uijj5KWlkbv3r1ZsWKFeRHc8ePHbWZ6H374YRRF4eGHH+bUqVNERUUxYcIEnnrqqcb6CHZCx44lZNSoBt/hLSUlhW3btrFgwQLmzp3LyZMn8fPzo1u3bsyaNYvp06d79PlCCCFEk7Z7OayYbb/j2fjF0G1izdc1Z3mVwW9ga/AJaNy+eJCiNvb3/01cXl4eYWFh5Obm2i14O3XqFPn5+bRv375FLe6yVlVlwmAwoCgKJSUlHDlyhOTk5BY1JiaTiYyMDKKjo5tO7lYjkbHQyDhoZBwsZCw0zWIcdi+HT6cC1UOkyjTFye+fcwDc5MbBZIQno8FUAbE94c51DfdoN4xFTfGaI01gtIUQQgghmgiTUZvxtQt8sbStmKOd500KMrTAF7x6dzeQ4FcIIYQQwuLYettUBzuqlh5wbH2DdalB5LWMfF+Q4FcIIYQQwqIgve5zXDmvubAOfsO8t9IDSPArhBBCCGER7OTGDsExdZ/TnNhUevDutIdmVe2hqZI1gxYyFkIIIZqtijLY8Z86TlK0tIDEoQ3SpQZTR9qDajQ2eGUqT5Hg9xxU1QouKioiIMB7S4K4oqysDKBJ1FEWQgghnFaYBZ/eCMd+q+WkymoP4xd5X73fWtIe8lautN+TIDbW43sSeIoEv+dAp9PRqlUrMjIyAAgMDLTZLrglsC51pqoqmZmZBAYGYjDIr5YQQohmInMffDQZzh7VXhv8of/fYfdXtovfgqPhkme9s86vddpDiGXmN2/lSk7NuA+qfbNbkZ6utb+wtNkFwBKhnKOYmBgURTEHwC2NqqqYTCZ0Op15X+527dq1uD8ChBBCNFMHV8NnN0NprvY6OAau+Qja9IexT8KXd8LOT7X3Ln0eul7aeH31pKogPzASfLQ6/arRSPqChXaBr/amCopC+oKFhIwaZZMC0dRTJCT4PUeKohAXF0d0dDTl5eWN3Z0GZzKZyMrKonXr1uh0Onx9fZtGsW4hhBCiLr+/rtXsVStr9sb2hGs/hrDKBV86PXQaZwl+z+wDvDD4NRkhP1U7tkp5KNq8xSbVwY6qUpGWRtHmLQQNGgg0jxQJCX7dRK/Xt8g8V5PJhI+PD/7+/hL0CiGEaB6M5VrQ+8eblrYul8Hf/g1+wbbnRne1HGfsaZj+NbT8NMsfAFaVHioyM526/NQDDxA6bhy6wECy3njD7v2mliIhwa8QQgghWo7is/DZTXB4jaVt+P1w0aPgaBKndQdQ9FpwmOmlwa91XrNVpQdDVJRTlxvPnOHshx/WfEItKRKNQabqhBBCCNEyZB2CN8dYAl+dD0x6FUY/5jjwBTD4QesU7fjMAe/b1hgg76Tl2CrtIbB/PwyxsVDbOh4fn5rHzppVikRjk+BXCCGEEN7vyK/wxkWQdUB7Hdgapn0Dva+r+9qoLtq/K0osFSG8ic0GF5bgV9HriXloruNrFAUUhYTnnqXTpt+JuPlmpx7lbCqFJ0nwK4QQQgjvtuU9+GASlORor6O6wm0/QeIQ5663yfvd7e7eNT6btAfbGr+hY8cS99STdpcYYmJIqMzh1QcHE3zBBU49ytlUCk+SnF8hhBBCeCeTEVY+AhtftrR1GANXvQ3+oc7fxyb43QtdJ7ivj01BDWkPVfw6djQfBw4eTORdd9mVL6tKkahIT3dcGk1RMMTEENi/n1u7Xh8y8yuEEEII71OSB/+51jbwHTwdrvvEtcAXtJniKt646M165jckzu7t8lOWtIigoUMJGjTQbtGaTYpE9RzhytcxD81t9MVuIMGvEEIIIZo7k1HL6d35ufbvrMPw9jg48IP2vs4Aly2F8Qvrty1x6xRtcRxoM7/epirnNyhaW+BXjXXw65MQb/d+ldCxY0l4YSmGmBibdusUiaZA0h6EEEII0XztXg4rZtvOXio6UE3asX8rmPw+tD+//s/Q+2glzzL3aAvmjOVamzcwVkBB5YYUDlIewDb49U1wfE6V0LFjCRk1SnZ4E0IIIYRwu93L4dOpQLUc06rANzgWbvoOIjuc+7Oiu2rBr7EMsg9DVOdzv2dTUJBmGa9Qx4Ft2UlLTrBPHcEvaCkQVTu+NUWS9iCEEEKI5sdk1GZ8qwe+1hQFIpLd8zxv3emthjJn1spPabPqip8f+sjIhuiVR0nwK4QQQojm59h621QHR/JTtfPcoarWL0CmF+X9Wld6CLXP51VV1Zz24JOQgFLbhhfNhAS/QgghhGh+sg87d15Bunue560zv9Z/QIS1sXvbmJ2NWlICOJfy0BxI8CuEEEKI5mXPt/DjPOfODY6p+xxnhCeD3lc79qbgt460B2crPTQnEvwKIYQQonnIT9cWuH1yPZScreNkRQvmEoe659l6A0RWLnLLPgQVZe65b2OrI+2h3MXFbs2BBL9CCCGEaNpUFbZ9CC8PhN1fW9rjegNK5T/WKl+PX1S/ur41ia7M+zVVQNZB9923MZnTHhSHwW+ZC2XOmgsJfoUQQgjRdJ09Bh/8Db6eDiU5Wltga7jiTbh9jVbDN7TarmSh8Vp7t4nu7YvNojcvSX2oSnsIjnFYu9gm7aGNfU5wcyR1foUQQgjR9JiMsOl1WP04lBdZ2nterc3oBlWW3Oo2EbpcqlV1KEjXgrjEoe6d8a3ibYvejOWWBYEOZn3BUuYMvCftQYJfIYQQQjQtGXvg63vg1GZLW2gbuGwJdBpnf75OD8kjPN8vbwt+81Mx10muY3c3xd8ffUREA3XMsyT4FUIIIUTTUFEG65bA2mfBVG5pH3AbjJ4HfiGN1zeAVklgCICKYu+o9VtHpQdvrPELEvwKIYQQoik4uVmb7bXOpW3dESa+CIlDGq9f1nQ6iOoEqTu0OsPlJeDj39i9qr+82oNf45kzqKWlgPeUOQNZ8CaEEEKIxlRWCCvmwpujLYGvoocRD8Cd65pO4FslqjL1QTVB1oHG7cu5sg5+HaQ9WC928/WSxW4gM79CCCGEaCyHfoJvZkDOcUtbXC+Y+BLEndd4/apN9bzf2J6N15dzVUfaQ5nNBhfesdgNJPgVQgghRANTSnJQvp4POz6yNBr84cKHYPDd2oYSTZU3LXqrI+3BGys9gAS/QgghhGgoqgq7vyLyu3+iFJ+xtCeNgAkvQOuUxuubs2xq/TbzRW9Vwa+ig5BYu7e9cXc3kOBXCCGEEA0hLxW+n4Vu77eWNr9QGPsE9JmqLSZrDsLagk8QlBc2/5nfFrjBBUjwK4QQQghPUlXY+j6sfARKcy3NnS5GuWxJjZsrNFk6HUR1htNb4exRKCsC38DG7pXrKsqgMEM7dpDyAFY1fgMD0bdq1UAd87xm8meWEEIIIZqdrEPw3gT45l5z4KsGRZEz+nnUKR82v8C3SnS3ygMVzuxr1K7UW74ln9dRpQfVZKL8tHaOb0K819T4BZn5FUIIIcS5MBnttxZWVdj4Cvz8FFSUWM7tdR3qmCcoKaggtDkHU9FWeb8ZeyG+T+P1pb7yrIJfBzO/FWfOoJaVAeATn4DRpLLpSDYZ+SVEh/gzMDkCva55/gwl+BVCCCFE/exeDitm2wZSQVFaTmzOUUtbWDuY8Dx0GA0mExRkNHhX3SrKquJDZjPN+62jzFn5Scv7pwNaMXnxT6TmWv6QiQvzZ96EbozvEefRbnqCpD0IIYQQwnW7l8OnU20DX4DCTKvAV4FBd8L0DVrg6y2qz/w2R3mWSg6O0k+sF7t9csJoE/gCpOWWcNeyrazYlWp3rdGksuFQFl9vP8WGQ1kYTar7+u0GMvMrhBBCCNeYjNqML7UENToDTPu26e3Q5g6hCVqlitK85lvxwfqPljD7Sg7WwW96YITd+1U/+fnf7GZMt1hzCsSKXanM/2Z3k54llplfIYQQQrjm2Hr7Gd/qTBXaP95IUSz1fnOPQ2lB4/anPupKe7AOfoPsg98qqbklXP/mRt789TAv/XSAu5ZtdWmWuDHIzK8QQgghXFOQ7t7zmqPoLnByk3acuQ/a9Gvc/riqKu1B0WkLFauxnfkNr/VWGw9ns/Fwdo3vq4CC/SxxY5GZXyGEEEK4xkGwdE7nNUfNfdFb1cx9SJzD7aTLTmnBcZHBj3yfc69jrKLNEm86UnOQ3FAk+BVCCCGEaxKHVi6SqmkGT9G+Sk8c2pC9alg2i96aWfBbUaotTASHKQ9ajV8tRSErpHWNNX4VtHzeb+4ZzpT+bZ16dEZ+Sd0neZgEv0IIIYRwjU4P4xfjeMFbZaA0fpF2nrcyb3RB8wt+bWr82ld6qMjMhPJyAFqnJNb2U2behG70bBPGpD6Od4mrLjrE38XOup8Ev0IIIYRwXbeJ0OMq+/bQeJj8vva+NwuOAf9W2nFmMyt3lme12K2OSg8JXVK4dqD9rG5smD+v3tDXXMFhYHIEcWH+tX0XQFyYtjlGY5MFb0IIIYSoH+vd28Y+CXG9tVQHb57xraIoEN0Vjm/QgsmSXPAPa+xeOcem0kPtNX59EhIw6Cxzpfde1IEhKZF2O7zpdQrzJnTjrmVbUbD9TsB6lrixF7uBzPwKIYQQor5ObdX+7RcKg++G5BEtI/CtEtVMN7vIq2t3N8sGGD4J8exLyze/vmV4e4aktHYYxI7vEcerN/QlNsw2taH6LHFjk5lfIYQQQrguPw3yK3NH43qBrgXOp1nn/WbugXaDGq8vrqgj7aGs2szv3vVaMBwb6k9YoE+ttx7fI44x3WLZdCSbjPwSokP87WaJG5sEv0IIIYRw3entluP4Po3WjUbVXLc5diHtITs0krySowB0iQtx6vZ6ncKQlNbn1EVPaoF/pgkhhBDinJ3eajluqcFvc631WzXzqzPUsMGFNqOvCw5mf6GlvXOsc8FvUyfBrxBCCCFcd3qb5Tihb+P1ozEFR0Fg5Qxnc5r5rQp+Q+LscrRVo5HyVK3Gr09CAnvTLFs3d5Hgt3G8/PLLJCUl4e/vz6BBg9i0aVOt5+fk5HD33XcTFxeHn58fnTp14vvvv2+g3gohhBBeSFUti90CwqFVYuP2pzFVzf4WpEFR4+9eVqfyYijK0o4d1fjNyDDX+PVJSGBfWp75vc4xoQ3SRU9rVsHvJ598wsyZM5k3bx5bt26lV69ejBs3joyMDIfnl5WVMWbMGI4ePcrnn3/Ovn37eOONN0hIcK4QsxBCCCEcyD0JRWe04/g+WtmvliraOvWhGcz+2mxw4aDSg/VitzYJ7K2s9KDXKaREB3m8ew2hWS14W7JkCbfddhs333wzAK+99hrfffcdb7/9NnPmzLE7/+233yY7O5v169fj46OtTkxKSmrILgshhBDexzrlIb6FpjxUqb7NcVPf0jnP+cVu+rh4Dh3U0h7aRwbhZ/COMnbNJvgtKytjy5YtzJ0719ym0+kYPXo0GzZscHjN8uXLGTJkCHfffTdff/01UVFRXHfddcyePRu93vEPsLS0lNLSUvPrvDxtut9kMmEymcztJpMJVVVt2loiGQeNjIOFjIVGxkEj42DhTWOhnNpi3rjAFNcbXPhM3jQOAER2Nn+NrmbsQXXyczXaOOSeNPfXFJpg97MrtarxeyY4gnKjtl1F55gQj/XVHWPhyrXNJvg9c+YMRqORmBjbVYkxMTHs3ev4a4bDhw/z008/cf311/P9999z8OBBpk+fTnl5OfPmzXN4zcKFC5k/f75de2ZmJiUllp1sTCYTubm5qKqKriXWNqwk46CRcbCQsdDIOGhkHCy8aSzCj27Cr/L4jG87TDWkHzriTeMAoCiRVEUmZad2cNbJsWiscQg6vZ+qZWu5ajCl1fpbeOiQ+fivUstEYUKIUmOa6blyx1jk5+fXfVKlZhP81ofJZCI6OprXX38dvV5Pv379OHXqFM8880yNwe/cuXOZOXOm+XVeXh5t27YlKiqK0FBLorfJZEJRFKKiorziP976knHQyDhYyFhoZBw0Mg4WXjMWqoqS9Zd2GBxDZHIPl3J+vWYczKJRg2NQCtLxzTlMdHS0U1c11jgoxhzzcVjbrlCtvyeysimrPD4eGAukAdAvJdbpz+Yqd4yFv79/3SdVajbBb2RkJHq9nvT0dJv29PR0YmNjHV4TFxeHj4+PTYpD165dSUtLo6ysDF9fX7tr/Pz88PPzs2vX6XR2PxBFURy2tzQyDhoZBwsZC42Mg0bGwcIrxiLrEJTkAqDE90GpIY2wNl4xDtaiukBBOkrRGZTibAiKdOqyRhmH/FTzoa5VW7ud+apyfnWhoezOt6QSdI0L82g/z3UsXLmu2fzW+fr60q9fP1avXm1uM5lMrF69miFDhji8ZtiwYRw8eNAmD2T//v3ExcU5DHyFEEIIUQdZ7GbPuuJDRhPf7CLXaoOLINuZXLWigvI0baZXq/GrpRIE+epJaBXQoN30pGYT/ALMnDmTN954g/fee489e/Zw1113UVhYaK7+MHXqVJsFcXfddRfZ2dnMmDGD/fv3891337FgwQLuvvvuxvoIQgghRPNmE/y20J3dqouyqvjQ1Mud5VUuaAuJt5v1rcjIgIoKAHSxcZw8WwxAp9gQdDrvKWfXbNIeAKZMmUJmZiaPPvooaWlp9O7dmxUrVpgXwR0/ftxm2rtt27b88MMP3H///Zx33nkkJCQwY8YMZs+e3VgfQQghhGjeJPi1ZzPzu7vx+lGXsiIoPqsdh9Ve4zevVRRohR68Zme3Ks0q+AW45557uOeeexy+t2bNGru2IUOGsHHjRg/3SgghhGgBTEY4vV07Dmurbe8rbGd+j/yq/ZM41G7r4EZXxwYXZVbBb3pgOBRqx51jvCv4bVZpD0IIIYRoRGcOQHllRBTfu1G70qQcWQtKZUiVdQDeuwyW9oDdyxu3X9XlWWr4Otzg4qQl+D1ssFS46hzrHdsaV5HgVwghhBDOkcVu9nYvh0+nglptk4W8VK29KQXA1jO/YW3s3rZOe/jLaNnK2NvSHiT4FUIIIYRzTm+1HEu+r5YGsmI25uRYG5VtK+Zo5zUFuc5vbfxHiVb2NSbUj/Ag76qQJcGvEEIIIZxjM/Pbu9G60WQcW287m2pHhbxT2nlNQZ518FvzgjclNJTUCm1ZmLelPIAEv0IIIYRwhrEc0nZqxxHtISC8cfvTFBSk132OK+d5mnXwWy3twbrGb1lkjLnd21IeoBlWexBCCCFEI8jYAxUl2nELSXkwmlQ2HckmI7+E6BB/BiZHoLeudxscU/PF1pw9z9PMG1z4QKDtLnTlaelg1NIzcsIsVTy8rdIDSPArhBBCCGe0sMVuK3alMv+b3aTmlpjb4sL8mTehG+N7xGkNiUO13Nm8VBzn/Sra+4lDG6TPdaqa+Q213+DCOt831b+V+bizF878StqDEEIIIerWgha7rdiVyl3LttoEvgBpuSXctWwrK3alag06PYxfXPmuox3QVBi/qGnU+y0rhJIc7biOSg+H9Fqer16n0CE6uCF616Ak+BVCCCFE3cwzvwrEndeoXfEko0ll/je7a6vfwPxvdmM0Vb7qNhEmvw+hcfYXhMRDl8s81VXXuFDp4S+TVuYsqXUg/j5NIHB3Mwl+hRBCCFG78hJI/0s7juoMft73VXiVTUey7WZ8ralAam4Jm45kWxq7TYT7dsG0b+GKNyG6m9aefxr2fO3ZDjvLyUoPACcr0x66eGGlB5CcXyGEEELUJf0vMFVox16e8pCRX3PgW+t5Oj0kj9COAyNg2RXa8dpnoevldjm2Da6u4PekZfe3jMpKHt6Y7wsy8yuEEEKIurSQfN8/T+bw5q+Hza91qomemQc5/+Q2emYeRGe1i1t0iH/NN0q5CBL6acfpu2D//zzVZefZ7O5mH/yWndaC47KgEIp9tM/mrcGvzPwKIYQQonZeXunhQHo+z63cz4q/0sxtQ0/v5M4/vyKqJNfclukfxr/Pm8ThrgMYmBxR8w0VBUY+CP+Zor3+5WnofInW3lhyLTO71Wd+1fJyKtK0WsTZIZYSaN5Y4xck+BVCCCFEXaqCX50BYns0bl/c6ER2Ec+v2s9X205hslrhNi57DzM2vWd3fuuSXP5v03tkjky2rffrSKdxEHsepP0Jqdvh4CroOMa9H8AVtaQ9lKeng0mb1T5Vme8b6KunbXhgQ/WuQUnagxBCCCFqVlYImXu14+iu4BPQuP1xg4y8Eh75ahcXPbeG/261BL7RIX48MbErD+z7FrAvXlYVNMUvew21ckOIGikKjPyn5fUvT4PqqIZEA6lKe9D7QVC1DS5OWgLjIwZtkVvHmBB0dQX4zZTM/AohhBCiZql/QlWuazPP9z1bWMZraw/x3vqjlJRb8ndbBfpw1/kpTB2ShGnbFo6npzus2gtaQFyRlkbR5i0EDRpY+wO7XKZVfsjYDSc3wZFfoP0F7vo4rsm12uCiWvpF+SlLSkR6oJbO0cULd3arUq/gd/Xq1axevZqMjAxMJpPNe2+//bZbOiaEEEKIJsAm37d5Br8FpRW8ve4Ib6w9TH5phbk9yFfPLSPac+uIZEL9fQDIzcx06p4Vzpyn08GIB+CLW7TXvzzTOMFvaT6UVuYu11HmLD1Qq/TQJU6CX7P58+fz+OOP079/f+Li4lAaM3lbCCGEEJ5lU+mhaS52M5pUNh3JJiO/hOgQfwYmR6DXKZSUG1m28RivrDlEdmGZ+Xxfg44bBycy/YIUWgf72dxLHxVZ/fYOGaKinOtc97/BmkWQdQCOrYNj6xt+u+M6Kj3YBr/azK+3VnqAegS/r732Gu+++y433nijJ/ojhBBCiKakauZX72vZvKEJWbErlfnf7LbZmCI21J9RXaP5aW+GTbtepzC5fxv+cVFH4lvZ5y6rFRXkLl9e6/NUwCc2lsD+/ZzroE6vzf5+daf2+penYepXzl3rLrVUegAoswp+M6pmfr10gwuoR/BbVlbG0KEN/BeLEEIIIRpeSS5kHdSOY3uCwbdx+1PNil2p3LVsq91WxGl5JXz4+3Gbtom94rl/TCeSI4Mc3stUUsKpmQ9Q8NNPNT7PhJbzG/PQXBS9C9v+9rwaflkEZ4/C4Z/h5OaGnUXPq2trY21mONcvmBKDH1EhfkQENa2ftTu5XO3h1ltv5aOPPvJEX4QQQgjRlJzebjluYvm+RpPK/G922wW+1Y3qEsX3947gX9f2qTHwNebmcvyWWy2Br48PETffhCE21ua8fN9A3hl7B6Fjx7rWWb0Bhs+0vP7ladeuP1c2aQ9tbN5Sy8qoSNPqG6cFVM36em/KA9Rj5rekpITXX3+dVatWcd555+Hj42Pz/pIlS9zWOSGEEEI0oia22C23qJxdp3PZdSqXn/fZpjTU5NYRKXSLr/kr/PL0dE7cehulBw4AoAsMpM3LLxE0ZAjRs2Zx5rXXOPPiSwD8L3Ewnwd15OHicsICfGq8p0O9roW1z0DuCTjwA6TuAH2ca/eoL5u0B9uZ3/K0NHMJtqrFbp29uNID1CP4/fPPP+nduzcAu3btsnlPFr8JIYQQXqQRF7tlF5ax61SuOdjddSqP49lFLt8nI7/mALn08BGO33oLFadTAdBHRND29dcJ6NEdAEWvp9WkSebgNyXvNKoKW4+d5cIu0a51xOALw2bA97O0e//6LFzwnMufp16sZ35DbWd+W9piN3Ax+DUajcyfP5+ePXsSHh7uqT4JIYQQoimomvn1CYTITg5PqanSgisy80u1IPdkVbCbx6mc4nPtPQDRIf4O24v//JMTt9+BMScHAJ82bWj35hv4JiXZnGeIj0ffqhXGnBw65JwEVeWPo9muB78AfW6Etc9CQRrK3m8x9LwdoutxH1dV5fwa/CHQdltmh2XOvHixG7gY/Or1esaOHcuePXsk+BVCCCG8WWEW5FQuGos9T8tbrcZRpYW4MH/mTejG+B6Ov9JPzyvht8M5nNiZy1+n89l1Kpe0vLrTF/x9dHSLC6VnQhg9EsLoGhfKre9tJj2vxGHerwLEhmnBeHUFv67j5IwZqEXaTLJfly60ff3f+DgIRBVFwb9bNwrXrye8tIDIklw2Hz1bZ38d8vHXZn9/mAtA0NbXoOuI+t3LFbVscGFd6SE9KAKdAh1jgj3fp0bkctpDjx49OHz4MMnJyZ7ojxBCCCGaAut83wT7lIcaKy3klnDXsq28cn1ferVtVZmykMvOU7nsOp1HZn5pnY8O8tXTPT6M7gmWYDclKthuRvmxid24a9lWFLDpR9VZ8yZ0s7sm95tvOD33IajQNrsIHDCANq+8jD6k5q/6/bt3p3D9egA65Jxk68kISiuM+BlcqPhQpd9NsG4JFGbif+h/qGf2Q3QX1+/jrJI8KMvXjh1tcHHSNu0hqXUQ/j71+FzNiMvB75NPPsmsWbN44okn6NevH0FBtisnQ0O9e6pcCCGEaBFqWexWW6WFqra7P9qKqa5SDECIn8EmyO2REEZy6yB0TqROjO8Rx6s39LWv81vD7HP2e++RvnCR5dljxhD/7DPo/Gw3uqjOv3t383HHnJNsjOvBzpO59E+yn1Wuk28gDLkHVs1DQdUC4Sted/0+zrIuc1at0gPYpj1kBIRzkZfn+0I9gt9LLrkEgIkTJ9oscFNVFUVRMBqN7uudEEIIIRqeyQgHf7S8ju1l8/amI9l1VlpwFPiGBfjQPT6U9q0MDOwYx3ltWtEuItCpQLcm43vEMaZbbK15x6qqkrlkCVlvvGluazVlCrGPPuJUvV7/Hpbgt0OOVjnhj6Nn6xf8Agy4BfW3pSjFZ2Hn53DBHIhoX7971SW3rhq/2vtn/YIpNfh6/WI3qEfw+/PPP3uiH0IIIYRoCnYvhxWzbSsELJsE4xdDt4lA7RUUrHWODWFUl2h6JITRMyGMNuEBqKpKRkYG0dHR6HQubzfgkF6nMCSltcP31IoKUh95lNwvvzS3Rd59N5H33O10lSqfhAR0YWGYcnPpkKMFi5uPZgMp9euwXwjqoOkoa55CUY3w6xK4/KX63asuNhtc2KY9mMrKqMjIAKwXu0nwa+f888/3RD+EEEII0dh2L4dPp0L1hIa8VK198vvQbWKNFRSqe2xCd7ugVFWdyIVwE1NxMafun0nBmjVag6IQ++gjhF97rUv30Ra9daVow0YiSvOJKM5l8zEfTCa1/rPWA2/DtP5f6MryYcd/4PwHoVW7+t2rNrUEvxWpqVY1frWfU2cvr/QA9Qh+165dW+v7I0eOrHdnhBBCCNFITEZtxrfGTF4FVsyBLpcyMDmCuDD/GlMfaqu00FCMOTmcuGs6xdu03GXFx4f4Z54hdPy4et0voHt3ijZsBLS8398DwjiYWUCn+m4I4R9GUc8bCd7yCpgqYN1SuMwDG4VZpz2E2Qa/ZSctm1+kB4bj76OjXUSg+/vQxLgc/F5wwQV2bdZfG0jOrxBCCNEMHVtvm+pgR9VmEY+tR588gnkTunHnsq12Z9VWacFTVKORos1bqMjMxBAVhU+bBE7eeSelBw4CoAsK0nZtGzy43s+wXvTWIeckv8d1Z9OR7PoHv0Bhz2kE7XwfpawAtn0AI2c5zMs9J7XM/Fav8ds5JqTBfmaNyeXg9+xZ29p25eXlbNu2jUceeYSnnnrKbR0TQgghRAPKOebceQXpQNVCsxh+3J1u83ZNlRY8JW/lStIXLKQiLc3SqNOByQSAPjKSdq//G/9u3c7pOdUrPoCW93vD4MR631P1bwX9b4H1L4CxDH77F1y8qM7rXGLe4CIAAmz3aCg/ZfljJz0wokUsdoN6BL9hYWF2bWPGjMHX15eZM2eyZcsWt3RMCCGEEA3AWA5b34PVTzp3fnCM+fBsYZn5+MlJPUiJCq7XDm/1lbdyJadm3GfOWzWrCnxbtybpow/xbXfuubQ+bduiCw3FlJdHx8pUgj/qu9mFFXXI3SibXoeKYtjyDoyYCcFu2vVNVS1pD2EJdhtcVN/a+JIWkO8L4J5llkBMTAz79u1z1+2EEEII4UkmE+z6Al4eCN89ACV1BXKK9rV54lAASiuM/HkqF4Ck1oHcMDiRISmtGzTVIX3BQvvA17rHej0+CfYbO9RH1U5vABEleYSXaFswnz7XbZiDoqD/37XjihJY/+I59tRKSS6UF2rHjja4sK7xGxjeIio9QD2C3z///NPmnx07drBixQruvPNOevfu7YEuCiGEEMKtDv0Mb1wIn/8dsg9b2hP6Vx5UD2ArX49fBDqtLu6uU3mUVWgzrH0Tw2loRZu32KY6OFCRkUHRZvd9I22dOlFV73fzsXOf/WXYvaCv3Gjjj7e0raXdoZZ8X4DyygVv2X4hlOl9JO2hJr1790ZRFLtSJYMHD+btt992W8eEEEII4WantsLq+XB4jW170ggY/Ri06e+4zm9ovBb4Vtb5BdhqFfT1T2z4qg4VGel1nwRUZGa67Zn+3S3Bb8eck/wR240/jmQzsdc5LlILiYW+U+GPN7SZ2o2vwKhHzrG32P4Mq1V6MJWWmscmPTCCyGBfIoNr3+nOW7gc/B45csTmtU6nIyoqCn9/52r+CSGEEKKBZR2C1Y/D7q9s22N6akFvh1GWfNBuE6HLpVr1h4J0Lcc3cah5xrfKFqvgt18Dz/yWHjzImdffcOpcQ1SU254bYLPorSrvN9s9Nx9+H2x5F0zlsOl1GPoPCGh1bvfMtZQyq15Fovy09WK38BYz6wv1CH5/+eUXpkyZgl+1fbDLysr4+OOPmTp1qts6J4QQQohzkJ8GvyyGLe+BalWKtFUiXPQI9LhSq4xQnU4PySNqvK2qquav+0P8DHSMDnZ3zx0ylZZy5rXXyHrzLSgvr/1kRcEQE0Ng/35ue75Pu3bogoMxFRTQJV8Lfvel55NbXE5YgM+53TysDfS+Tlt8WJoHv/8bLph9bve0SXtoY/OWXaWHmJax2A3qkfN78803k5uba9een5/PzTff7JZOCSGEEMIJJiMc+RV2fq7921QZ4BbnaDO9/+oDm9+2BL5BUXDxM3DPZjjvaseBrxNOZBdzpqAUgD6J4fXf5cwFhRs3cmTi5WS9+po58NVHRmpvVt+muPJ1zENzUfS2M9bnQtHpzHm/rQpzaFWSj6rC1uNuyPsFGH4/KJX93fgKlOSd2/1qSXuwqfQQFFHnYjejycgfaX/w/eHv+SPtD4ym5ruvg8szv6qqOtwL++TJkw7LoAkhhBDCAxzl5obEQfL5cOAHKLYKyHyDYei9MORu8Dv3Wdotxy1f9ff3cMpDxdmzZCxaTO7XX1saDQZa33ILkXfdScHatXZ1fg0xMcQ8NJfQsWPd3h//7t0p2rQJgA65J9ns35XNR7O5sLMbypNFJMN5U2DHR1CSA3+8qZU+q6/a0h6q7e5WW9rDqmOrWLRpEelFljzrmMAY5gycw+jE0XbnG01GtmZsJbMok6jAKPpG90Wvc98fIefK6eC3T58+KIqCoiiMGjUKg8FyqdFo5MiRI4wfP94jnRRCCCGEld3L4dOp2G1FnJ8Kf35sea3zgQG3ajuHBUW67fENke+rqiq5X31NxuLFGHNyzO0BffoQO/8x/Dt1AiB07FhCRo2y2eEtsH8/t874WrOt+HCKzTFd3VLv12zEA9rPUDXBhpdg0B3gG1S/e1X9YeQTBP6tbN6yLXMWUeNOdauOrWLmmpmo1X7XMooymLlmJksuWGITALsaKDcGp4PfSZMmAbB9+3bGjRtHcLDlL0dfX1+SkpK48sor3d5BIYQQQlgxGbUZ3+qBb3U9J8NFD0N4/Xcgq8nmymBPp0Cvtq3cfv+yo0dJfWw+RRs3mtt0ISFEPzCTVpMno1RL11D0eoIGDXR7Pxyx3untvMJUPga2n8ihtMKIn8ENAXdkB+h+Bez6HIqyYPM7MPQe1++jqpacXwcbXJRZBb/+CfEE+Nr33WgysmjTIrvAF0BFRUFh8abFXNj2QvQ6vcuBcmNxOvidN28eAElJSUyZMkWqOwghhBCN4dh621SHmvSd6pHAN7+knH3p+QB0iQ0l2M/lDMoaqWVlZL31FmdefQ21zLJ7XMj48cQ8NBefaDftfHYOfJMS0QUFYSospGNlWkFZhYldp3Lp566SbyNnacEvwPp/wYBbwCfAtXsUn4XyIu041L4UW0ll2sMZ/1BS2jju99aMrTYzuNWpqKQVpTH528l0Du/MTyd+cjpQbkwuZ7pPmzaNkpIS3nzzTebOnUt2tpb3s3XrVk5Z/RUhhBBCCA8ocK6+rdPnuWj7iRzzpmr9k9yX8lC0dSuHr7iCzBf+ZQ58DfFxtHntVdosfb5JBL5Queita1cAgnOzCCstANyz1bFZdFfoWllTuSAdtn7g+j1s6jTbVnowlZRAlraRRnpgBJ1r2NY4s8i5Gsn7z+7nm8PfUFi1m5wDVYHy1oytTt3Tk+q1w1unTp1YvHgxzz77LDmVeTj//e9/mTt3rrv7J4QQQghrwTHuPc9Fm4+6N9/XmJdH6qPzOHbd9ZQdPKQ16nRE3HwzKd98Q8gFF5zzM9zNOvXBvNObu+r9Vhn5T8vxb0uhotS1663LnFWv9GBV47e2bY2jAt1XI7mKswG1J7kc/N5///3cdNNNHDhwwCb14ZJLLmHt2rVu7ZwQQgghqkkc6vBrbAtF28o2cahHHm9d1qtvu/oHv6qqkvf99xy65FJyPv3U3O7fvTvJn39GzOwH0QXVc6GXh/n3sAS/PYtSAW2bY5OpjjxsV8SdB50u1o7zTsH2j1y7vrZKD9ZlzgJrLnPWN7ovMYE1/xGloBAbGMu6Ket4bMhjTnXLEwG1q1wOfjdv3swdd9xh156QkEBaHXtsCyGEEOIc6fQwfnENb1Yuahq/yG5HNncwmlS2Hc8BICbUjzbhLuahVt0nNY1Td03n1MwHMJ45A4ASGEjMQ3NJ+vQTm4oKTZF1//qWaOklOUXlHMwscO+Dzrea/V23BIx1bOxhrZa0B+vgNzskgsTWjv/I0Ov0zBk4x+F7SuXv2uyBswnzD2NSh0nEBMaY2x2dHxsYS9/ovs5/Bg9xOfj18/MjL8++6PL+/fuJcuMWgkIIIYSoQat2jttD42Hy+9oWxR6wPz2fgtIKQEt5cFT3vzZqRQXZ77xL3s03U2j1bXHwRReR8t23REyd6rESZe7km5SEEhgIQNszx83tbtvquEpCP0gZpR3nHIc/P639fGs2u7vZzvwWHbfMChsS2qCvZZOS0YmjuabLNXbtMYExNtUbrAPl6gGwdaDc2IvdoB7B78SJE3n88ccpr9xdRVEUjh8/zuzZs6XUmRBCCNEQNr1uOR58N1z5Fkz7Fu7b6bHAFzBvaQyupzwU79zFkcmTyXzmGSgpAcAQHU3Cv16gzcsv4RMX59a+epKi15sXvflnZRBSpi302uzORW9Vzn/Qcvzrc5Zd/OpinfZQLec35/Ax83Gr9nVXBDEolooet/S4hbfHvc2KK1fYlS0bnTiaJRcsITrQdnFi9UC5sblcn+S5557jqquuIjo6muLiYs4//3zS0tIYPHgwTz31lCf6KIQQQogqhWe07YwB/MPgov+r/yYILtpaj80tjAWFZP7rBc4u+xBMJq1RUWh17TVE338/+pDat9Vtqvy7d6N4yxYAuuWd5vfIju6f+QVoNxiSRsDRXyH7EOz6r7Y1dV2q0h58Q7TfEyslJ04QCJhQaNMpqc5b7T+733x8Y7cbaR3QusZzRyeO5sK2F3rHDm9VwsLC+PHHH1m3bh1//vknBQUF9O3bl9Gjm0Y0L4QQQni1re+BsXLlf58bGyzwBcvObn4GHd3jw+o4G/JXrybtiSdtth727dQJvxkziLnwAnQ6l7+AbjICunen6k+B4eoZfqcjJ88Wk5pbTFxY/XKhazTyn1rwC/Drs9DjSqht7Kw3uHCwOFKXrv08sv1D6dS29trEqqqy7+w+ACIDImsNfKvodXoGxA6o87zGUu/fuuHDhzN9+nQefPBBRo8ezdatW7nsssvc2TeHXn75ZZKSkvD392fQoEFsqtxfuy4ff/wxiqKYd6oTQgghmh1jBfzxVuULRdu6uIFk5JdwPFvbNKFXm1b4GrQQQjUaKfx9E7nffkfh75tQjUbK09M5+Y9/cPLue8yBr+LnR9QDM0n67FMM3Zv2gjZnWC96616Yaj52a73fKskjoe0g7ThzL+xZXvv5xWehQkstqZ7yYCouxr8gF4D0wHA611DpoUp6UTq5pdr5ncM7u973Jsilmd8ffviBH3/8EV9fX2699Vbat2/P3r17mTNnDt988w3jxo3zVD8B+OSTT5g5cyavvfYagwYNYunSpYwbN459+/YRXUvx66NHjzJr1ixGjBjh0f4JIYQQHrX3W8uMXqfxEJHcYI+2TnnoW5nykLdyJekLFtrM7OpCQlDLylBLLXVpg4YOJfaxefi2a4epKvWhmfNt3x4lIAC1uJjo1COQpLV/tvkEUcF+DEyOqHUhmUsUBUY+CB9Wrq1a+yx0u9xuy2IzmzJnNdf4PRsaSVSwX62Ptk556BTRybV+N1FOz/y+9dZbXHzxxbz77rssXryYwYMHs2zZMoYMGUJsbCy7du3i+++/92RfWbJkCbfddhs333wz3bp147XXXiMwMJC33367xmuMRiPXX3898+fPp3379h7tnxBCCOFR1gvdBt3eoI/eYhX89k8MJ2/lSk7NuM8m8AUw5eebA199RATxzzxD27fexLddDRUqmilFr8e/SxcA9OmpBJdps+K/HjjDtW9sZPjin1ixK7W2W7imwyiI76Mdp++Eff+r+VybSg+2wW/WwaPmY1NMXJ0VO/Zl7zMft7iZ3xdeeIHFixfzz3/+ky+++IKrr76aV155hZ07d9KmTZu6b3COysrK2LJli80ucjqdjtGjR7Nhw4Yar3v88ceJjo7mlltu4ddff63zOaWlpZRa/bVaVdbNZDLZ/LVqMplQVdVr/oKtLxkHjYyDhYyFRsZBI+Ngcc5jkb4L3bHfAFAjO6EmnW9ZQNYArIPfXvHBpN+1APM+xw4oAQEkff0VhtatUVUVtfJcb/qd8OvWjeJt2wBtp7ft0ZaZ0bTcEu5atpWXr+vD+B6xdtfWaxxGzEL3yfUAqGufRu04zvHsb+5J8+ymKTTe5vfk1J5DBFce+7dJqPP5e7P3mo87turokZ+bO34nXLnW6eD30KFDXH21trrwiiuuwGAw8MwzzzRI4Atw5swZjEYjMTG2O43ExMSwd+9eh9esW7eOt956i+3btzv9nIULFzJ//ny79szMTEoqS7OANsi5ubmoqtqsE/bPlYyDRsbBQsZCI+OgkXGwONexCP3lXwRWHud3uYaizIbbJra0wsTOU1reZ7twP0o2/EpFenqt16jFxaRv3oJPn9427d70O1FiFQN1rBb8Vv1ZMH/5LnpFKnYpEPUah1b9aN26Cz5Ze1FOb+Psli8oazfS7rTg1APmADfHFEhZRob5vcx9By3Bb3w0GVbvObLnzB4AfHQ+BJUE1Xl+fbjjdyI/P9/pc50OfouLiwmsLOisKAp+fn7ENeGafPn5+dx444288cYbREZGOn3d3LlzmTlzpvl1Xl4ebdu2JSoqitDQUHO7yWRCURSioqKa/X+850LGQSPjYCFjoZFx0Mg4WJzTWBSfRTn4LQCqbwjBw24l2K/hSoRtPnaWcqMWzg1IjiSk4gTO7GUWUlFOaLU1Od70O7GpbVeqal6k5J5yeE56QTnHigwMbm9bJaHe43DhHPj8JgDC/3wDtd+VdrO/SoVllr5Vu+4QZfUzsPqjqVPf7rWumSquKOZUkfa5OrTqQFysZ+I+d/xO+Pv7O32uSwve3nzzTYKDtb8XKioqePfdd+0Cy3vvvdeVWzotMjISvV5PerW/NNPT04mNtf864dChQxw9epQJEyaY26qmxA0GA/v27SMlJcXuOj8/P/z87JO/dTqd3Q9EURSH7S2NjINGxsFCxkIj46CRcbCo91hsXwYVxdo9+lyPElB3mTF3qtrSGGBAUgQ+aplT1/lExzj8rN7yO5EeHoef3gd/Yzkdc07WeF5mQZn7xqHb5RDVBTL3opzchHJsHbQ/3/acfEuusa5VW5uyaIYMLUfbiELHnh1rffbh3MOYVC126hzR2aM/r3P9nXDlOqeD33bt2vHGG2+YX8fGxvLBBx/YnKMoiseCX19fX/r168fq1avN5cpMJhOrV6/mnnvusTu/S5cu7Ny506bt4YcfJj8/nxdeeIG2bdt6pJ9CCCGEW5mM8MebltcDbmvwLmyutrlFYGQChthYu8VuZoqCISaGwP79GqiHjSO6VRBHQuPpevYY8YVZBJUVU+hrX+M3OsT5Wck66XQwYhb8t7LM3dpn7IPfqmoPfqFg9Q2ByaQSmntGOyWoFcHBtdcjrqrvC96z2A1cCH6PHj3qwW44Z+bMmUybNo3+/fszcOBAli5dSmFhITfffDMAU6dOJSEhgYULF+Lv70+PHj1srm/VqhWAXbsQQgjRZO1fATnHteMOoyGyQ4M+XlVVc5mzUH8DKVHBKDqFmIfmcureGfYXVH4FH/PQXBR909nVyxMGJkfwanQiXc9q2wV3yD3JjqiONufEhfkzMLn2jSRc1uMKWLNQ2/Ht6K9wbAMkDtHeU1XL7m7VKj0cP3WGsFItYaUoouZ0hyo2lR4ivCf4bVbfN0yZMoVnn32WRx99lN69e7N9+3ZWrFhhXgR3/PhxUlPdWFZECCGEaGy//9tyPPCOBn/8sawisgq1NId+ieHoKhduhY4dS0DfvnbnG2JiSHhhKaFjxzZoPxuDXqfQa9Qg8+sODlIfRnSMdF+93yo6PYx4wPJ67dOW46Isyw6A1Ta4OLTroPlYcSJ/16bGb7h31PiFemxv3Njuueceh2kOAGvWrKn12nfffdf9HRJCCCE8JWMvHPlFO45or838NrAt1VIerJnTHnx9iX/icQyxcQT27+f1M77WBowbxpFXngGgY479orflO05z5/kptI8KtnvvnJw3GX5ZpH0rcOgnOLkF2vSrtsGF7dbGafuOUNUS2K729E9VVc3Bb0xgDGF+DZtn7knNauZXCCGEaFGsN7UYcJvNwqWGstnBzm4A5enp5t3CAnv3JuzyywkaNLBFBb4AfikpKJUL5YerZ3jhmt7857bB3DBY29SjpNzErM92YDTVXBO5XvQ+MNxSnco8+5tn2cGNUNtytHlHj5uPIzsm1Xr7UwWnKCjXUiS8KeUBJPgVQgghmqaSXNjxsXbsEwR9rm+UblTl++p1Cr3btjK3F2/bbj4O6N27YTvVhCgGA36dteBQf/okl6WEMiSlNQ9d0pXE1lqJ2K3Hc3jz18Puf3jv6yx5vftXQOqOaru72c78Vpy2vBfbqfatsb11sRtI8CuEEEI0Tds+hPJC7bjXNeDf8F875xaXsz9D2zygW1wogb6WbMmqnc0AAqptZNHS+HfvZj4u2a1tChHoa+DZq3uZS/A+9+N+DqQ7vxGDUwx+MOw+y+u1z9imPVjl/JaUG/E/YykX619H2oNNvm+E9+T7Qj2D30OHDvHwww9z7bXXmnf6+N///sdff/3l1s4JIYQQLZLJBH9Yyosy8PZG6cb2EznmHYyr5/sWbbcKflvwzC9AQPfu5uMSq1hoQFIEtwzTZljLKkw88NkOKoxu3h64740QXLn77Z5v4PDPlves0h4OZhQQXaTN4psUBZ9qO+ZWtz/bEvy2+JnfX375hZ49e/L777/z3//+l4ICLR9kx44dzJs3z+0dFEIIIVqcg6sgu/Jr8uTzIbpLo3Rjy9Fs87F1vq+ptNQ8w+mbnIwhPNzu2pbE3yr4zV+5ksLfN6EajQDMGteZlKggAP48mcuraw659+E+ATDUao+F1B2W42BLgLs3LZ+YIu3nWRYeieLjU+ttq9Ie/PX+tAtp577+NgEuB79z5szhySef5Mcff8TX19fcftFFF7Fx40a3dk4IIYRokTZZlTcb1PDlzapsOW5Z7NbfKvgt+esvKC8HIKBPnwbvV1NTZrUXQvH27RyfNo2Do0aTt3Il/j56nr26F1XVzv710wF2n85zbwf63wy+DqpJvDoYdi8H4NDRdMLKigDQxSfYn2ulsLyQE/knAOgY3hG9zrsWMboc/O7cuZO//e1vdu3R0dGcOXPGLZ0SQgghWqwzB7WZX4BW7aDT+EbpRoXRxPbKbY3jwvyJb2XZDUzyfS3yVq7k1MwH7Nor0tM5NeM+8laupE+7cO48PwWAcqPKzE+3U1bhxvSHg6uhrMBB51Lh06mweznpB46am4MTa8/3PXD2gPnYm+r7VnE5+G3VqpXDjSS2bdtGQkLtf0kIIYQQog7Wub4DbtU2NGgEe9PyKSzTvrrvWz3f1yr4DWzBM7+q0Uj6goWYE6Nt3tTa0hcsRDUamTG6I11ita2G96bl89LPB+2vqQ+TEVbMrqmH2r9WzKHQanY6JKn24Ndbd3ar4nLwe8011zB79mzS0tJQFAWTycRvv/3GrFmzmDp1qif6KIQQQrQMpflalQcAQwD0ubHRurLVKuWhXztL8KuqqrnMmS40FN/27Ru6a01G0eYtlo0+HFFVKtLSKNq8BT+Dlv5gqMx/ePWXw+xOKzz3Thxbb1vb174TkHeKzmd3mVt8E9rUcr53lzmDegS/CxYsoEuXLrRt25aCggK6devGyJEjGTp0KA8//LAn+iiEEEK0DDs+hrLKcljnTYbAiEbphtGk8sMuS1DXp10r83H5iRMYs7IACOjdC6URNt5oKioyM106r0dCGPdc1AHQxvjxlUcpLTeeWycK0us+B4grtKSm+tTxTb118CtpD4Cvry9vvPEGhw4d4ttvv2XZsmXs3buXDz74AH0L29VFCCGEcBtVtd3RrZEWuq3YlcrwxT/x26Esc9tdy7ayYpeW8lgsKQ9mhqgol8+7+8IO9EgIBeBodgnPrzpQ02XOCa69ZFkV36Jyy3GbmoNfk2oy5/wmBCcQ7GghXTPncvC7bt06ANq1a8cll1zC5MmT6dixo9s7JoQQQrQoh3+GM5W1VROHQ0z32s/3gBW7Urlr2VZSc0ts2tPzSswBcJHNYreWHfwG9u+HITYW804WDhhiYwns38/82kev47mre+Or1655Y90RthzLrunyuiUOrdzJraY+KOT4RONbWAGAqtNjqKXG74n8ExRXFAPemfIA9Qh+L7roIpKTk3nooYfYvXu3J/okhBBCtDy/W8/6NvymFkaTyvxvduNg6Za5bf43uymq2tZYpyOgZ88G6l3TpOj1xDw0t/KF4+AzauZMlGrfjHeODeG+0drEoarCrM/+pLisnukPOj2MX1zVo+o9BOC1gNvMNX4NsbEoBgM18fbFblCP4Pf06dM88MAD/PLLL/To0YPevXvzzDPPcPLkybovFkIIIYS97COwf4V2HNoGOl/a4F1Ysy/DbsbXmgrknsmhdL82O+3XpTO6oKAG6l3TFTp2LAkvLK1xNrW0honC20a0p0esNn5HzhSyeMXe+nei20SY/D6ExlXrXDymq9/j84yOhJRrs7l+taQ8gPcvdoN6BL+RkZHcc889/Pbbbxw6dIirr76a9957j6SkJC666CJP9FEIIYTwbn+8iXl+dcDfQV/zzJw7peeVsGzjMaa+vYnb399c5/mdzx5HqSzhFdjCtzS2Fjp2LB1Wr6Lde+8R/+yzxD/zNFRuBJb9wQeU7LUPbPU6hUfGJuFn0EKxd9cfZYNVnrXLuk2E+3bBtG/hyre0f9+3k5OxYwjOdX6xm/W2xp0ivG+xG8A5/deVnJzMnDlz6NWrF4888gi//PKLu/olhBBCtAxlhbDtA+1Y7wd9b/Lo4w5lFrDyr3RW7k5jW+UmFs7qmn3UfNzS832rU/R6ggYNNL8uP3mSzBf+BUYjafMeI/E/H9lVxkiM8Oef4zrx5HdacPzPz3ew4r6RBPvVMzzT6SF5hE3T3rQ8YoosZet8nJz5DfIJIiHYO/dvqHd9kt9++43p06cTFxfHddddR48ePfjuu+/c2TchhBDC+/35CZTkasc9r4Kg1k5fajSpbDiUxdfbT7HhUBZGk33GrsmksuNEDk+v2MvoJb8w6rlfWLxir13gGx/mT6BvzVWbFKBP3nHzawl+axdxyy34JicDULxjBzmffe7wvJuGJDEwWStpd/JsMQu+3+PWfuxLyzfn+0LtM7+5pbmkFmpVPTqFd0KneGcZO5f/tJg7dy4ff/wxp0+fZsyYMbzwwgtcfvnlBAYGeqJ/QgghhPdSVduFbgOdX+i2Ylcq87/ZbZOnGxfmz7wJ3RjVNYbfD2fzw19p/Lg7nbQ8x7m8XWJDGNs9lrHdYugeH8oPf6Vx17KtWteszlMAnWqiW84JAPRRkXV+fd7S6Xx9iZ03j+M33QRAxnPPETJ6FIbWtn/c6HQKz17Vi/EvrKWozMhHvx9nfPdYRnZyroxaXfam55NgFfz61vJz23/WKuXBC+v7VnE5+F27di3//Oc/mTx5MpGRkZ7okxBCCNEyHP0VMitn+toOgvjeTl1WVZKs+jxvam4Jdy7bSoCPjuJyk911igL9E8MZ1z2WMd1iSGxtu2BtfI84Xr2hr11QHRvmz5Pn+aP7WtuRLLB3H5Raynt5C6PJyNaMrWQWZRIVGEXf6L7oXdhuOmjwIMIun0ju18sx5eWR8fTTxC9ebHdeu9aBzL2kK498pe3CNvuLP1lx30jCAnzO+TPsS8unr3Xag5PBr7dWeoB6BL+//fabJ/ohhBBCtDy//9ty7OSsb20lyapYB76+eh3DO0YytlsMo7vFEBnsV+v9x/eIY0y3WDYdySYjv4ToEH8GJkeQ9+mnVO351hJSHlYdW8WiTYtIL7LsoBYTGMOcgXMYnTja6ftEP/gg+T+vwZSXR+7Xywn72xUEDR5kd94Ng9rxw6401h08Q2puCU98u5tnr+51Tp+htMLIkTOFlrQHg6HWGr82Zc68tNIDOBn8Ll++nIsvvhgfHx+WL19e67kTJ050S8eEEEIIr5ZzHPZ9rx0Hx0K3y526bNOR7FpLklUZltKa6wYlcn7nKJcXUOl1CkNSbL+eL96+3Xwc0Ke3S/drblYdW8XMNTNRq/2JkVGUwcw1M1lywRKnA2BD69ZEP/AAafPmAZA2fz7JX38F1WrtKorC4qvOY/zza8kvreDzLSe5uEcso7o6t4ObIwczCjCaVKIrZ3594uLsag5bq1rspqDQoVWHej+3qXPqv4ZJkyaRlpZGdHQ0kyZNqvE8RVEwGs9xj2ohhBCiJfjjLVArZ2j7/x30zn3FnZFfd+ALMHlAWy49L67uE51Uta2x4uODf/eG332uoRhNRhZtWmQX+AKoqCgoLN60mAvbXuh0CkSrq68i97//pXjHDsqOHCH77beJuN1+pj+hVQCPXNaNB7/4E4A5/93JyvvCCQ/yrddn2ZeWT1BZsbnGb20pDxWmCg6ePQhAYmgigT7eu5bLqWV8JpOJ6Oho83FN/0jgK4QQQjihvBi2vqcd63yg301OXxod4u/W85xRkZ1N2bFjAPj36IHOt37BWHOwNWOrTapDdSoqaUVpbM3Y6vQ9FZ2O2PmPQeWs65lXX6Ps+HGH517dvw0XdtYWu2XmlzJv+V/Od74a+0oP8TWeezzvOGWmMsC7F7tBPUqdvf/++5SWltq1l5WV8f7777ulU0IIIYRX2/k5FFcuQur+Nwhx/qvtgckRxIXVHNgqaFUfqspnuYNtyoN35/tmFmW69bwq/l26EHHjjQCopaVkPPkUqmo/u6woCouuPM+82G35jtP8b2eqS8+qsjct37bGby0zvzY7u3nxYjeoR/B78803k5uba9een5/PzTff7JZOCSGEEF5LVWGT1UK3QXe4dLlep/DoZd0cvldVf2HehG7ode6rxlCV8gDen+8bGeBcJauoQNdLkUXecw+G2FgACteto7yGzcFiQv2ZP9GSWvJ/X+3iTIH9xGNdqs/8+rZpU/O5VovdZOa3GlVVHZY3OXnyJGFhYW7plBBCCOG1TmyEtJ3acXxfaNPf5VsE1LAZRWyYP6/e0JfxPdyX6wtQZBX8evO2xuXGcr46+FWt5ygoxAbG0je6r8v31wcHEfN/D5lfF734EsaCAofnXt47nnHdtW8EsgvLePjLXQ5nimuSW1ROWl5J/WZ+vbjSA7hQ6qxPH62mn6IojBo1CoPVKkWj0ciRI0cYP368RzophBBCeAtl0xuWFy7O+lZ5+7ej5uP7R3ciKTLQXJLMnTO+AGpZGSU7tfqzPm3bYohyz+YLTU1uaS4z18xkU9qmOs+dPXC2S/V+rYWMHk3wBRdQsGYNalYWWS++SOz//Z/deYqi8NTfevLH0bNkF5ax4q80lu84zeW9ndtcZG9aHgDRTu7utj9bq/Eb4htCbFCsKx+p2XE6+K2q8rB9+3bGjRtHcHCw+T1fX1+SkpK48sor3d5BIYQQwlvoCtJhT2XJ0KAoLd/XRQfS81m7X8s3bRcRyD0XdXB7wGutZO9e1Mq1Pt6a8nAi/wR3r76bI7lHAPDV+XJtl2tZcXSFzeI3P70fi0YscqnOb3WKohDz8MMUbtyIWlLC2Q8/ImzSJAIcVNCIDPbjyUk9mP6htrju0a//YnD71sSE1r2YcW9aPgCxVcGvj0+Nf7icLTlLRnEGoM36evsGJk4Hv/Mq69MlJSUxZcoU/P3dt4pUCCGEaAkCd/8HRa2sjNTvJjDUvuGEI2//dsR8fNPQJI8GvlAt39cLUx52ZO7g3p/uJbtECxIj/CN44cIX6B3dm/v73c/m9M3c//P95Jfno6Awos2Ic36mb5sEWt91J2eeXwomE2mPzSfp4/84rMF7Sc84JvSK55sdp8ktLmfuf3fy1rT+dQaoe9PyQVXNaQ+11fhtSYvdoB45v9OmTZPAVwghhHBVRSkBez7VjnUGrbavi7ILy/jv1lMAhPgZmDygrTt76FDRtu3m40Avq/Tww9EfuOWHW8yBb3JYMssuWUbv6N4A6HV6BsUNYlTiKABKjCVsSdvilmdHTJuGLilRu+/OnZz95JMaz318YneiQrQ/lH7am8FnW07Wef99aXkElxcTVKHVhfZtU0u+bwvZ2a2Ky8Gv0Wjk2WefZeDAgcTGxhIREWHzjxBCCCEc2P0l+uIs7bjrBAitueZqTT7ceIzSCm1jjCkD2rq8c5urVFWleKv2lbsuMBC/jh09+ryGoqoqb+18i1m/zKLUqKV0DIwdyAcXf0DbEPs/KEa2GWk+XntqrVv6oPj6Enj//ebXmUuepyLTcfm08CBfFv6tp/n1E9/s5nROcY33VlWV/ekFTi922392v/m4U4R3V3qAegS/8+fPZ8mSJUyZMoXc3FxmzpzJFVdcgU6n47HHHvNAF4UQQojmz2ah20DXF7qVVhh5f6O20YROgWlDk9zUs5pVpKZSkaHlgvr3Og/F4NlguyGUm8qZv2E+S7cuNbddnnI5r41+jTA/x1WrBscNxqBon/3Xk7+6rS8+vXoR+jct79tUUED64qdrPHd0txiu7KuVKssvrWD2F3/WWP3h5NliCkorqm1wUffMr17Re/W2xlVcDn4//PBD3njjDR544AEMBgPXXnstb775Jo8++igbN270RB+FEEKI5u3kZpTT2gyqGnsetBvs8i2+3ZFKZr42SzmueyxtIzy//axNiTMvSHnIL8vn7lV388WBL8xt/+jzD54Y9gQ+tWwvHeIbQp8Y7fMfzz/OsbxjbutT1KwH0FeWis379lsK16+v8dxHJ3QjtnKx268HzvDh7453idtXudjNmeC33FjOodxDACSFJuGndz0PvblxOfhNS0ujZ09t6j04ONi84cVll13Gd999597eCSGEEN7gd8umFurA28HF1fSqqtosdLtleLLbulabYqt83+a+s9vpgtNM/d9UNqRuAMBH58PiEYu5/bzbnapuMCLBstDNnbO/hvBwov85y/w6bf7jmBzspAsQFuDD4qvOM79e8P0ejmcV2Z23L70q+K077eFw7mEqTBVAy0h5gHoEv23atCE1VdtmLyUlhZUrVwLwxx9/4Ofn/X8tCCGEEC7JT4e/vgTA5N8Kul/h8i1+P5LNX6e1uq292oTRLzHcnT2skU2lh169GuSZnrDrzC6u++46DuYcBKCVXyveHPsml7S/xOl72OT9nnRP3m+VsCuuIKCvtmlG2bFjZL3xZo3nnt8pimsHtgOgqMzIPz/fgclkm/6w1+HMr+Pd3azzfVvCYjeoR/D7t7/9jdWrVwPwj3/8g0ceeYSOHTsydepU/v5311euCiGEEF5ty7tgKgegqOtk8Alw+RZvrbPM+v59eHKD1GE1FRVRsncvAH4dO6APDfX4Mz1h9bHV3LziZrJKtMWGiaGJfHjJh/SNcW2HtvZh7YkP0hYpbk7fTFG5/YxrfSk6HbHz5kFlTnXWv/9N2dGjNZ7/f5d2pU249nv0+5Fs3l1ve+6+yg0uYitnfhUfHwxRjrdttqn00ALKnEE9gt9Fixbx0EPa1nxTpkxh7dq13HXXXXz++ecsWrTI7R0UQgghmq2KMtj8FgCqoqOo27Uu3+LomUJW7dE2WogN9eeSnu7durgmxbt2gVGrSRzQu/mlPKiqynt/vcf9a+6nxKiV++ob3ZdlFy+jXWg7l++nKJYav+Wmcn5P/d2t/fXv3InWN00DQC0vJ+3xx2tc0BbsZ+Bpq/SHp3/Yy+FMbZvksgoThzMLQVWJLa6s8Rsfj6JzHPK1pG2Nq7gc/FY3ZMgQZs6cyYQJE9zRHyGEEMJ77FkOBZU7hHW+FFOI6+XN3l1/lKoYaOrQRHz05/x/3U5pTvm+RpORP9L+4PvD3/NH2h+UVpTy1O9P8ezmZ1HRBu/S9pfyxtg3aOXfqt7P8UTJM2uR06djiNf+uClcv4G877+v8dyhKZHcVFnxo6TcxKzPdmA0qRzKLKDCpBJSXoR/uRb015Tvq6qqOe0hwj+CyADHs8PexqmaJcuXL3f6hhMnTqx3Z4QQQgivUn2hm4tyi8v5dPMJAAJ89Fw30PUZy/pQjUbyf/rJ/Nr/vJ61nN24Vh1bxaJNi2y2IfbV+VJmKjO/vqvXXdzV665zThcZEDvAfO9fT/6KqqpuTUHRBQYS+/DDnJx+NwDpixYRPGJEjSknD47vzJp9GRzNKmLr8Rze+PWwuRqEM4vdzhSfMW/w0Sm8k9dva1zFqeB30qRJTt1MURSMlV+RCCGEEC3a6W1wcpN2HN0NEodBDZsY1OTTP05QVKb9/+qV/RJoFejr7l7ayVu5kvQFC6hIswSTJ269lZiHHiJ07FiPP98Vq46tYuaamebZ3SpVga9O0fHksCeZkOKeb6cDDAEMiBvAb6d+I70onQM5B+gU7t4KCSEXXUTwqFEUrF6NMfMMmUtfIPbRRxyeG+hr4Nmre3H1vzegqvDcD/vo2UYrmxZTaLXYrY3jxW4tMeUBnEx7MJlMTv0jga8QQghR6ffXLcf1KG9WYTTZLGS6eZjny5vlrVzJqRn32QS+ABXpGZyacR95lRWemgKjyciiTYvsAl9rrfxacUmy8xUdnDEywXNVH6rE/t9DKAHagraz//kPxTt31nhu/6QIbhvRHoByk8rW4zmAczV+W+JiN3BDzq8QQgghqik8A7sqN1LwD4PzJrt8ix/+SudU5Ra2F3WJJiUq2J09tKMajaQvWAiOFllVtqUvWIjayBNdqqpyOOcwz2953ibVwZHskmy2Zmx16/OrFr2Be+v9WvOJjyfqnnu0F6pK6rx5qBUVNZ7fI94+LcI67WFLqeNStNYzv+6ewW7KXN6n8PHHH6/1/UcffbTenRFCCCG8wpZ3wVi5UUGfG8E3CEwml27x1rrD5uOG2NSiaPMWKtLSaj5BValIS6No8xaCBg30eH+qlBpL+evMX2zL2Ma2jG1sz9xObmmu09dnFrmWalKXtiFtSQpN4mjeUXZk7iC3NLfGbZHPRcTUG8n9+mtK9++ndPcezn70HyKm3mh3ntGksvB/e+3arWd+n96ex/l/U9HrbL992J+tLXYz6Ay0D2vv5k/QdLkc/H755Zc2r8vLyzly5AgGg4GUlBQJfoUQQrRsxgrY/HblCwUG3OryLbYdP2v++rpLbAhDU1q7r381KNn5p1PnVbiYt+yq7JJstmdsNwe7u7N2U15ZJ7k+ogKj3Ng7zYg2Izi6+yhG1ciG0xsYnzze7c9QfHyIfewxjl13HQCZL7xAyLhx+MRE25y36Ug2qbkldtdXBb9lOgP7ynzYdCSbIVa/R6XGUo7mHQUgJSyl1u2dvY3Lwe82q91equTl5XHTTTfxt7/9zS2dEkIIIZqtvd9C3intuNN4iHB91tZmU4thnt3UwlRUxJlXXyXrrbfrPhkwRLkvmFRVlSN5R8zB7vaM7eaArCat/FrRO6o3vaJ78cHuD8zVCqpTUIgJjKFvtGubWThjZJuRfLD7AwB+PfWrR4JfgMC+fWh19VXkfPY5psJC0hctpM3zz9uck5FvH/iiqua0h/TAcFRFZ3feoZxDGFUthaUl5ftCPYJfR0JDQ5k/fz4TJkzgxhvtp+SFEEKIFmOT1UK3Qa6XNzuVU8z/dmnpB5HBvkzs7XptYGfl//QT6U8+Rfnp03WfrCgYYmII7N/PptloMrI1YyuZRZlEBUbRN7ovep3e4S3KjGXszNzJuiPrOPjXQXZk7uBs6VmH51ZJCk2id3Rv+kT3oXd0b5JDLX8MJIUmMXPNTACbhW8K2vuzB86usS/nom90XwINgRRVFLHu1DpMqgmd4pllVFEzZ5K/ajXGs2fJ/98KCq64guARlrzj6BB/u2tCy4oIMGoVL9IDIxyeZ73YrSXl+4Kbgl+A3NxccnOdz8ERQgghvE7aLjj2m3Yc2QnaX+jyLd7fcBSjSQvkrh+UiL+P+4O38tOnSXtqAQWrV5vbFB8fgkeNIv+HH7QG64VvlcFmzENzUfSW/jiqsRsTGMOcgXMYnTiasyVntVndTG1Wd9eZXbWmMBh0Brq37m4OdHtH9aZ1QM0pH6MTR7PkgiUO+zB74GxGJ452ekxc4av3ZXDcYH468RPZJdnsztpNj8geHnmWITyc6AcfJHXuXADSHn+C9t8sR+evBbMDkyOIC/MnLbfEHP5b5/tmBIYTF+bPwOQIm/tWbW4BMvNbp3/96182r1VVJTU1lQ8++ICLL77YbR0TQgghmp1Nlk0t6lPerLC0gv/8fhwAX72OGwYnurN3qOXlZL//PpkvvYxaXGxuDxo6hJhHHsEvObmyzu9Cm8VvhpgYYh6aa1Pnt6Yau+lF6dy/5n6iAqLILK49PzjML4zeUb3pHd2bvtF96R7ZHT+948oENRmdOJoL217o9Oyzu4xsM5KfTmgbgaw9udZjwS9A2KTLyf3vfyn64w/KT5zgzL//TfSMGQDodQrzJnTjrmVbUQAV2+A3PTCCeRO62S12a6k1fqEewe/z1XJNdDodUVFRTJs2jbmVf5UIIYQQLU5RNvz5mXbsGwK9rnH5Fl9sPUleiVbS6vLe8USFuBYI1tq9LVtIe2w+pQcOmNv0UZHEzJlD6CWXmFMJQseOJWTUKK36Q2YmhqgoAvv3s5nxdabGrqPAt11IO3pH9ybFP4WRKSNp36q9W9IF9Do9A2IHnPN9XDE8Ybj5+NeTvzK993SPPUtRFGIfm8fhSX+D8nKy3nyLsAkT8GuvVWgY3yOOV2/oy/xvdpOaW2IT/F42ti8je8TZ3E9VVXPaQ3RANOH+4R7re1PkcvB75MiRuk8SQgghWpptH0BF5Wxqn+vBL8Sly00mlXd+O2p+7a5NLSrOniXj2WfJ/eK/lkZFIfy664i6bwb6EPt+Knp9reXMtmZsrbPGLkD7sPaMSBhBn+g+9IruRWRAJCaTiYyMDKLDoj2WJ9sQYoJi6BzemX1n97Eraxdnis8QGRDpsef5paTQ+u9/J+vf/4byctLmP067d98x/9EyvkccY7rFsulINrywFv7SrhswxH5GOr0onbyyPAA6RbSsfF+QTS6EEEKIc2cywh9vWl4PuM3lW/y0N4MjZwoBGJrSmm4ONi5whWoykfPFFxy++BKbwNe/e3eSPv2U2Ecedhj4OsPZ2rl3nHcHswbMYlTiKI8Gho3FesOL30795vHnRd55h3m3tqLffyfvm29s3tfrFIaktCahNMfc5mh3t5a82A3qMfNbUlLCiy++yM8//0xGRgamakW7t251704qQgghRJO3fwXkaLm6dBgNkR1cvoV1eTNnN7VQjUaH6Qkl+/aTNn8+xVb/n6wLDibq/vsIv+YamxSG+nC2dq4nauw2JSPbjOTNndofPb+e+pXLO1zu0efpAgKIffQRTtxxJwDpixYTfP756MNsN9koP6WV2lP8/NC3tl8w2JLzfaEewe8tt9zCypUrueqqqxg4cKBHaw8KIYQQzcLv1gvd7nD58r9O57LhcBYA7SODuLBzdB1X4HhhWnQ0/j17UPDLWrDaDjf00kuJnv0gPtF139cZfaP7EhMYU2Pqgydr7DYlPSN7EuobSl5ZHutPrafCVIFB57ZCWg4Fn38+IWPHkr9yJcbsbDKWPE/c/MfM76uqSvkprXSdT0KCwzjNeua3pVV6gHoEv99++y3ff/89w4YN80R/6vTyyy/zzDPPkJaWRq9evXjxxRcZONBxXtIbb7zB+++/z65duwDo168fCxYsqPF8IYQQwmUZe+HIL9pxRHtt5tdFtrm+Seh0tU8s5a1cyakZ99mWIwMqMjIoWP2T+bVvYiKx8x4laOhQl/tUG71Oz5yBc7h/zf1273m6xm5TYtAZGBY/jP8d/R/55flsz9hO/9j+Hn9uzENzKVy3DlNRETmffELYpMsJ7NMHAGN2trmSh6OUB7CUOfPV+ZIY6t6KIs2Byzm/CQkJhNQzR+hcffLJJ8ycOZN58+axdetWevXqxbhx48jIyHB4/po1a7j22mv5+eef2bBhA23btmXs2LGcqvw6QAghhDhn1ptaDLgNdK79X2tGfgnLt2szdaH+Bq7s16bW81WjkfQFC+0C3+pa3z2d5OVfuz3wrTKyzUh8db527TGBMSy5YInHauw2NdZ5v7+e+rVBnukTG0vUjHvNr9PmP45aOdNfbhXj+LSxD36Lyos4lncMgA7hHTw+U90UufyJn3vuOWbPns1rr71GYmLD/rWwZMkSbrvtNm6++WYAXnvtNb777jvefvtt5syZY3f+hx9+aPP6zTff5IsvvmD16tVMnTrV4TNKS0spLS01v87L01ZDmkwmm/xmk8mEqqp2Oc8tjYyDRsbBQsZCI+Og8epxMBnh4I8o25Zp9VUNgai9roUaPmtNY/HBhmOUGbW2awa2xd+gq3W8iv74wybVoSaBAwaAj4/Hxn5L2hbKTNouYkPjhjIxZSKRAZHmGrs1PdfbfieGxA1BQUFF5deTvzKjzwynrjvXcQi79lpyvvyK0r17Kd27l6wPPiBi2jRKT5w0n2OIj7e7//7s/eYSdZ1adWoSPwd3/E64cq3LwW///v0pKSmhffv2BAYG4uPjY/N+drbjPbbPVVlZGVu2bLGpJazT6Rg9ejQbNmxw6h5FRUWUl5cTERFR4zkLFy5k/vz5du2ZmZmUlFj2xTaZTOTm5qKqKjoX/8r3JjIOGhkHCxkLjYyDxlvHwe/wSkJ/ewp9oSUIVYHc7d9Q2n6sw2scjUVphYllG44CoFfg0o7BNX6bWaXs0CGn+ph96BAFSUlOnVsfqw6uMh+fH3U+/YK0bY+zzmTVep03/k50DuvM3ty9HMg5wOt/vE5ySDI9wnugV2pO+3DHOPje+w9K774HVJXMF/5FWb9+lO235PMWB9v/Pm05scV8HO8TX+fvW0Nwx1jk5+c7fa7Lwe+1117LqVOnWLBgATExMQ224O3MmTMYjUZiYmJs2mNiYti7d69T95g9ezbx8fGMHl3zVzFz585l5syZ5td5eXm0bduWqKgoQkMtZWdMJhOKohAVFeU1//HWh4yDRsbBQsZCI+Og8cpx2PMNysp7odoGD0pFEa1W3ot69XvQdYLdZY7G4pPNJzhbrH1dfXHPOHqm1J7yAFCUkkKhE92MSEkh0E0L3BzZvmk7oOX4jus8zumNErzxdyKxVSJ7c7VY5OW9LwNa+seDAx5kdDvHMYdbxiE6mrTJk8n95BMoKcH4xhv4RrSmau++1l27ElDtdyD1SKr5uF+7fkR78HfEWe4YC//K7Z6d4XLwu379ejZs2ECvXr1cvbRRLVq0iI8//pg1a9bUOkB+fn74+dnvqKPT6ex+IIqiOGxvaWQcNDIOFjIWGhkHjVeNg8kIP8yheuALUDUVpPwwF7peBg4We1mPharabmpx64j2To1R0IABGGJja059UBQMMTEEDRiA4qExzyjKMC+a6t66O60D7ctp1cabfidWHVvFD8d+sGvPKMpg1i+zas1/dsc4xMy8n4JVqzBmZVHw4yp0VuuyfBMS7O69P2e/+bhzROcm8zM417Fw5TqXn9ClSxeKrfYDbyiRkZHo9XrS023LqqSnpxMbG1vrtc8++yyLFi1i5cqVnHfeeZ7sphBCCG92bD3kna7lBBXyTmnn1eG3g1nsTy8AoF9iOL3btnKqC4peT+u/31zDm1oIHvPQ3HOu5Vub9actn29ogmcW1DUHVds8O1KVV7t402KMJqPH+qAPCyNmzmzza5PV1/9Hr76avJUrLe+pJvMfLXFBcYT52dYHbilcDn4XLVrEAw88wJo1a8jKyiIvL8/mH0/x9fWlX79+rF692txmMplYvXo1Q4YMqfG6p59+mieeeIIVK1bQv7/ny48IIYTwYgV1b+nr7HlvrTtsPnZ2U4sqhRs2Omw3xMSQ8MJSQsc6zjt2l/WnLMHv8IThHn1WU1bXNs8qKmlFaWzN8OwGYIqv/TfWABXpGZyacZ85AD5VcIrCci1ppiVublHF5bSH8ePHAzBq1CibdlVVURQFo9Fzf93MnDmTadOm0b9/fwYOHMjSpUspLCw0V3+YOnUqCQkJLFy4EIDFixfz6KOP8tFHH5GUlERa5VdEwcHBBAcHe6yfQgghvFRwTN3nOHHewYwCft6nbRGc0CqAsd2cvC9QtHkzBT//DIA+Opr4p57CmJtrs8ObJxlNRtanasFviE8IPSN7evR5TZmz2zw7e159qEYj6ZVxj/2bKigK6QsWEjJqFPuzLSkPnSJa3rbGVVwOfn+u/A+uMUyZMoXMzEweffRR0tLS6N27NytWrDAvgjt+/LhNzserr75KWVkZV111lc195s2bx2OPPdaQXRdCCOENEodCaHwtqQ+K9n5i7akA7/xm2cr4pqFJGPTOfRGrqirpzzxjfh09YwbBIxp25nV31m5yS3MBGBw/uEXWia3SFLZ5Ltq8pfbSd6pKRVoaRZu3sM+vZW9rXMXl39jzzz/fE/1w2j333MM999zj8L01a9bYvD569KjnOySEEKLl0OlhwO2w+jEHb1YueRu/yOFitypni8r4YqtWizXIV8+UgW2dfnz+Dysp2fEnAH4dOxI26XKnr3WXdafXmY+HxrfcfF+wbPOcUZRhzvGtLjYw1qPbPFdkOjerXJGZyb7Alr2tcRWXg9+1a9fW+v7IkSPr3RkhhBCiycs55rg9NF4LfLtNrPXy/2w6QUm5VpD/6v5tCfX3qfX8Kmp5OZnPP29+HfXATI+nODhine87LH5Ygz+/Kana5nnmmpnmjS6qu67rdR7d5tkQ5dyssiEqiv0ntbSHAEMAbUOc/6PL27gc/F5wwQV2bda1fj2Z8yuEEEI0qvJi2PVf7dgQCJPfg9I8Lcc3cWitM74A5UYTH2zUgmdFgZuHJTn96LOffUbZMe3awAEDCG6Eb2JzS3P584w289w+rD1xwXEN3oemZnTiaJZcsIRFmxY5XPz2yb5PuKLjFR6rrBDYv59W+i493fGW15Wl70zndebkXu0bh47hHdEpTaPEWWNwOfg9e/aszevy8nK2bdvGI488wlNPPeW2jgkhhBBNzt7voDLfle6ToJNrVRV+OpBDel4pAGO6xpDYOsip64wFhZx5+RXz6+h/zmqwTaas/Z76OyZVm7UeltCyZ32tjU4czYVtL2RrxlYyizIJ9wvnxW0vsjNrJ6cKTvHwuod54aIXPBJwKno9MQ/N5dSM+7S/qKwDYKvSdwfzLdVFWnK+L9Qj+A0Ls//LZcyYMfj6+jJz5ky2bNni4CohhBDCC2xbZjnuc71Ll6qqysfbLDODf3ehvFn2O+9gzNK2DQ65eDwBjVSz/rfTv5mPW3rKQ3V6nZ4BsQPMr5PCkpj87WRySnNYc3IN7/71Ln/v8XePPDt07Fh4YSnpCxbaLH4zxMQQ89BcQseOZd/ej83tEvy6SUxMDPv27av7RCGEEKI5yjkBh9dox+FJkOha8Lf52Fn2pBcB0D0+lEHJEU5dV5GZSdY772gvDAai77vPpee6i6qq/HZKC3799H70i+nXKP1oLuKC41g4YiHTV01HReVfW/9Fz8ieNgGyO4WOHUvIqFFa9YfMTLvSd/vOymK3Ki4Hv3/++afNa1VVSU1NZdGiRfTu3dtd/RJCCCGalj8/xrytce/rzV8pO+ttq62Mbxme7HTaQubLL6MWaUFz+JQp+CYmuvRcdzmUc8ic09o/pj/+Bv9G6UdzMjxhOHf0uoPXdryGUTXy4NoH+WzCZ0QGRHrkeYpeT9CggQ7fs67x2zG8o0ee31y4HPz27t0bRVFQqyVVDx48mLffftttHRNCCCGaDFWF7R9VvlCg1zUuXX4iu4gfd2uBY3SIH5edF+/UdaWHj5Dz2ecA6AIDiZx+l0vPdSeblAfJ93XanefdyfaM7WxM3ciZ4jM8uPZBXh/zOjrXN9mtN6PJyIGcAwC0DWlLkI9zuebeyuXg98iRIzavdTodUVFR+PvLX4BCCCG81PENkF25YCh5JLRq59Ll7/x2FFPlnNGNg9vha3Au8Ml8/nmorKIUcestGFq3dum57lSV8gCS7+sKvU7PohGLmPzNZDKKM/gj7Q9e2f4K9/R2vGeBJ5zIP0Hx/7N33/FRFG0Ax397d+mVQBohhF5Cb6FKkVAEUbCgIIKI2OnSVURfBZSOXZAqIEUBEem99xp6qCENQnq9u33/2OSSkEtySS6NzNdPJLc3uzs7uVyem515RpsAiPG+kI/g16eYbrcIgiAIQrE580f6900G5GnXmMQU1py8B4CVWqKfn2mBc/yZM8Ts2AGA2rUC5d96K0/nNacEbQKnQpUJ7R52HlR1Mn2yngDlbcozs+NMBm8djE7W8duF32hYoSF1LOsUyfkzjvcty8sapzG5z3337t34+voSHR2d5bmoqCjq1avHgQMHzFo5QRAEQSh2SbFw6W/leytHqPN8nnZfc/I+sUlaALrXLY+LnWWu+8iyTNh3Mw2PXT8ehsrWNk/nNaeTISdJ1icDSq9vcaRZK+2auDVhVLNRhseTD00mJCGHZYnN6GqEWNY4I5OD37lz5zJ06FAcHR2zPOfk5MR7773H7NmzzVo5QRAEQSh2lzdBSpzyfb0+YGl6EKrTyyw5nD5c8PUmbibtF7t7NwmnTwNgWa0azi+/ZHp9C8HhBxlWdRPjffNtoO9AOlfuDEB0cjRfnf2KZF1yoZ/32uP0yW5lPdMD5CH4PXfuHN27d8/2+a5du4ocv4IgCMLTpwBDHnYEhHAvQhlr2b5mBaqWt8l1H1mrJWxWemeS2+hRSBqzZSbNl4NBBwFQS2paerYs1rqUZpIk8WXbLw1LC1+LvsbMkzNz2avg0oY92FvYU9HOtMmWTzOTg9/Q0FAsLLJff1yj0RAeHm6WSgmCIAhCiRBxC+4ogR/la0KlvOVoXXQwvdf3bROXMo786y+SA5XJdTZNmmDfuXOezmluD2IfcDv6NgANXRviaJn1DrBgOkdLR2Z3nI2lShn+8ue1P9kSuKXQzheVFEVInDK8ola5WmLICnkIfr28vLh48WK2z58/fx5PT7HGtyAIgvAUMaQ3Q1nRLQ+Bw/n7kZy4/RiAmm72PFMz99yu+vh4Hi743vDYbezYYg9WxKpu5lfHpQ4T/SYaHn9x5AsCIwNz2CP/Mg55qFVOTHaDPAS/PXr04LPPPiMxMTHLcwkJCUyZMoXnn8/bJABBEARBKLH0eji3SvleUkHDvOX2zdTra+KiFhFLl6JNvYvq0MUf26ZN8nTOwpApxZkY72s2fWr0oWvFroCSTWPU3lHEp8Sb/TyZJruJ8b5AHoLfTz/9lIiICGrVqsW3337Lxo0b2bhxIzNmzKB27dpEREQwefLkwqyrIAiCIBSd2/shSklRRvXO4Gj63c2QqET+PR8MQDlbC/o08cp1H21EBI8WLlIeqNW4jhqd5yqbW4o+hWPBxwAoZ1UO3/K+xVyjp4ckSQzzHUZNZ2W1tcCoQL48+mWWRcQKKtOyxiLTA5CHPL/u7u4cPnyYDz74gIkTJxp+OJIk0a1bN3744Qfc3d0LraKCIAiCUKQyTXR7I0+7LjtyG23qqhZvtPTB2kKNXq/PcZ+HP/6EPk7JKuH8yitYVSv+XLrnw88TmxILQKuKrVBJRbcqWVlgrbZmZoeZ9N/Sn7iUOP4N/Jembk3pW7uv2c6R1vOrklTUKFfDbMctzfI0fdTHx4ctW7bw+PFjbty4gSzL1KxZk3LlyhVW/QRBEASh6CVGKSnOAKydoXYPk3dNSNax8vhdACzUEgNb5744VPLduzz+808AJBsbKnz0YZ6rXBgyDnlo59WuGGvy9KriWIWpbabyyb5PAJh+fDr1KtSjXvl6BT62Vq/lZuRNACo7VMZGk3u2kbIgXx/hypUrR4sWLfDz8xOBryAIgvBU0Olljtx8xMazQdzcuwK0qXNcGrwKGiuTj7P+9H0i41MA6NWwIm6O1rnuEz53LqQo+5QfPBgLN9PyARe2jJPd2lRsU4w1ebp1q9KNAXWVNHop+hTG7B1DVFJUgY97O+q2YXESMd43XfEmDhQEQRCEEmDrxWCm/hNAcJQS8K63XJzePZSHIQ96vczvhzJPdMtNwoULRG/5DwB1+fK4vP226RUvRI8SHhHwKABQshNUsMk9W4WQf6Objeb8w/OcDz9PUGwQkw9OZv6z8ws01ESM9zVODN4RBEEQyrStF4P5YMVpQ+BbXQqimeo6AFf03mx9ZPp8ln3XwgkMV8bttqzqQn0vpxzLP7mMcYUPP0Btb5fXSzA7nV7HH5fTxzy38mxVjLUpGyzUFsxsPxNnK2cA9t3fx+KLiwt0TLGym3Ei+BUEQRDKLJ1eZuo/AciACj2tVAFM0KwyPL9W14Gpmy+j05s2A//J9Ga5idu/n/jjxwGw8KlMub7mm+iUXzvv7KTb+m78duE3w7aNNzay887OYqxV2eBp78m0Z6YhoaTFm39mPidCTuT7eBl7fkWO33Qi+BUEQRDKrK0XQwiOSqSb6jgHrYaz2vJ/dFGfBkCWIUq2JTgqkeO3InI91tWQGA7eeAhAZRdb/Ovm3GMs63SEzZxleOw2ahRSDiupFoWdd3Yyeu9oQuNDM22PTIpk9N7RIgAuAu282vFeo/cA0Mt6xu0fx8OEh/k61rUIpefXycoJd1uRkSuNCH4FQRCEMiNFp+dY4COm/3eF7nP389HK03RTHecni7l4kDXA/dbiV7qpjhMWk3WBpyf9nqHXd3DbKqhVOS9qEbVxE0nXleEV1g0b4tCtWx6vxrx0eh3Tj09HJmsvd9q2GcdnoNPrirpqZc77Dd83DDV5mPCQcfvHodVr83SMiMQIwhOUBVNql6td7CsFliRiwpsgCIJQquj0MsdvRRAWk4ibgzV+VV1yDDTDohPZey2cvVfDOHD9ITGJ6UGECj1TLJYp3z9xCElSen+nWCznjt1HOdbpYWwSf58NAsDBSsOrzb1zLK9PTCR8/nzDY7dPxhR7cHI67HSWHt+MZGRC4kM4HXaaFh4tirBmZY9apWb6M9Pp+09fwhLCOBFygh/O/sCIpiNMPkbGld3EkIfMRPArCIIglBpPZmUA8HSyZkovX7rXV1Zg0+llzt57zJ4r4ey5GsalB9FGjyVJ8LrrXSpGZz+kQSVBRR4RcH0/1Hwl23J/HL1LslZZxOJ1P2/srXL+8xqxfDnakBAA7Dt2xM7PL8fyhSlFl8KhB4dYeGGhSeXD48MLuUYCQHmb8szsOJPBWwejk3UsvLCQxq6N6eDdwaT9xWS37IngtyzQ6+DOYYgNBXt38GkDKnVx10oQBCFP0rIyPHlTPiQqkfdXnGZQax8i4lPYfy2cqIQUo8dwsrGgQy1XOtZ2pX0tVyrc+gfW537uTQfPcNmqER8/WyNLD22SVsfyo3cAJVge1KZKjsfSRUby6NfUyWQqFW5jin4ZY51ex6nQU2y5tYUdd3YQnWz8A4IxrrauhVgzIaMmbk0Y1WwUM08qGUEmHZzEml5r8LLPfbnsjD2/Is1ZZiL4fdoFbIKt4yH6Qfo2x4rQfQb4vlB89RIEQciDjFkZnpS2bemRO0b3re/lSKfabnSs7UZjb+fMQySSYkw6fxjObNpxjdCYRKa+UD/TMTadfcDD2CQAutf3oFI52xyP9eiXX9HHKOd16tMbq5o1TapDQcmyzMWHF9lyawvbbm8zjAfNSEIyOuY37Tl3W3eaujUt7KoKGQz0HciZsDPsuruL6ORoxuwdw7LnlmGptsxxv7RMDxpJQ3Xn6kVR1VJDBL9Ps4BNsGYgPPlGFh2sbO+7TATAgiCUCsdvRWQa6pATB2sN7Wsqvbsdarvi5pDNCmsBG+G/CbkcTSLWyo3jiXUAWHH0Lg9jkpn7emMs1CqO33rEnJ3XDaWH5JLeTBccQszKlcqRraxwHTbMpGvK9nh6HafDThMeH46rrStN3ZqifuLO3s3Im2y5tYX/bv3HvZh7WY5ho7Ghk3cnelTtQYI2gXH7xwFkCoLTUm+N9xuf5fhC4ZIkia/afsW1x9e4F3OPS48u8e2Jb/m01afZ7pOiSyEwKhCAKk5Vcg2UyxoR/D6t9DqlxzfbfhIJtk6AOj0zD4EQQyQEQSiBTMm2ADC8c02GP1sDjTqHZEayDAdmwu7/PfGEROb3TCXgs39xJrOSmjB27Xm0epmtl0J4fsFBYhJTCI1OMpS2UEuEZXhsTOKiRcipyxi7DBqEhYeHSddlzM47O5l+fHqmSWrutu5M8JtA3fJ1+e/Wf/x3679MYz/TaFQa2nm1o2fVnrSv1B5bC9tMzxk77ni/8fj7+Oe7vkL+OVg6MLvjbN749w2S9cn8efVPmrg1oWe1nkbLB0YFGrJDiPG+WYng92l153DmoQ5ZyBAdBHcOQdX2yiYxREIQhBIq297bJ7SuVj7nwDclETYNgwtr0rc1fA1qdoMdnxp5/5sOvi/QB3Cxs+KDFaeIT9ZxIyw266F1Mh/+cZqfBjQ1TL7LKDHgMsk7lTy5amdnyg99x6RrMiYtH++TQxRC40MZtXeU0X1UkooWHi3oUbUHnSt3xsnK+Opz/j7+dPLulGuPslC06rjUYXKryUw5PAWAqUemUseljtEhDWJZ45yJ4PdpFZt9uppM1r0N9V8GK0fY/x1iiIQgCCWRX1UX7CzVxCUbzzErAR5OStqzbMWGweo34P7x9G2dP4d2o5XUD/V653jnq0MtV/54pyUv/3SYnBZ8m/pPAF18PbKkXwufPdvwfYUP3kft4JDTJWcrp3y8xjSs0JDnqj5HtyrdTJ6splapRTqzEqhPjT6cDj3NxpsbSdAmMHrvaFb1XJWp5x7EZLfciOD3aZSSAOdWm1Y2LhyO/ZxDgRyGSAiCIBSRdafu5Rj4Akzp5Zt9vt+Qi7DqdYhKHfNqYQt9fsn8oV6lhqrP5FiPxBR9joGvDIYV4VpXL2/YHnvoEPGHDyun9vLCuV+/HM+Tk9zy8abpU6MPQxsMxdsx55zDQukhSRKTW00mICKA64+vExgVyJdHv2Rau2mZspBkWtbYReT4fZJY4e1p8/AGLPSHGztyL6u2AsmUYDZtiMThAldPEAQhr47cfMTkvy8aHjtaZ+638XCyznaoAQBX/4NFXdMDX4eK8PbWfN3NMnXsccZysl5P2Kz0ZYwrjBiOyjL/E5BMzbPbyrOVCHyfQjYaG2Z3mI2dhR0A/wb+y9praw3Py7JsWNa4vHV5KthUKJZ6lmSi5/dpcvEv2DQcklNT96gtQZdMdpM4eHkhVOsAe77Jpfc31T8joeGrUK0TeDUDtXj5CIJQuG49jOODP06hTe1ufatNFT573te0Fd5kGQ4vgB2fY3gPrNgU+q0Ch/xNNDN17HHGctH//ktSwGUA1LVq4tCjR77OncbUoQsiH+/Tq4pTFaa2mcon+z4BYPrx6dQrX496FeoRnhDO46THgJjslh3R8/s00CbBlrGwbnB64FuhNry3H/ouR7b3JC7Ukqg7NsSFWiLbe6aP4bV2gjrPm3aeiBuwdxr83hW+rQqr+sHxX1FHBip/ZARBEMwoKj6FIUtOEBmvZEfoWNuVT3vWRa2SaF29PC829qJ19fLGA19tMmz8GHZ8hiHwrdcHBm/Jd+ALythjTydrshlcgYSy4lza2GN9UhLhc+Yanrd57z0kVcH+9DZ1a4q7rXu2z0tIeNh6iHy8T7luVboxoO4AAFL0KYzeO5qopCgx3tcEouuutHt8G9a+BQ/OpG9r0BeenwNW9kSfvUfoP+5oMwwP0wS4497QGkff1A0+bZRZzdHBGE+NBqg0kJo2BYCkaLi6BdXVLbgCsqMXVO+k9ApX6wh24jaLIAj5l6LT8+HKUwQ+jAOglrs9C/o1yTmTQ5q4R7DmTSWbTZoOE6DjBGViWwGoVRJTevnywYrT2d1TyzT2+PHKVaQ8UDJI2LZri0WzZgU6v1IHNR82/tAw6z8jkY+3bBndbDTnH57nfPh5HsQ9YNKBSZl6/GuUq1GMtSu5RM9vaXZlC/zSPj3wVVtBr3nw0q9K4Lt9O0EjRqINzTwxQhsWRtCIkURv365sUKmVdGYAWfozJOXrlcUw8iK88L2SHcK2fOZS0UFwZgWsHwLfVYef28H2z+DmbmUCniAIgolkWebzjZc4dOMRAOXtLFk0qAUO1ha57xx2BRY+mx74aqzh5UXQaWKBA9803et78tOApng4ZR4C8eTYY110NI9+Th1SJkm4jjbfMsa3om4Z3e5u687sjrNFPt4ywkJtwawOs3C2cgZgf9B+1l9PX6979snZ7Lyzs5hqV3KJnt/SSJcCu6YqY9nSuFSDV5eCZ0MAZJ2O0G+mGR+OIMsgSYR+Mw2Hzp2R1GplCETfZdnk+Z2ePjGk6ZvKl14PoRfQ39hNytUdWIacQtJmmAgSckH5OjxfCcort0rvGfZoCDnd9hMLbQhCmfb7odusOn4XAEu1il8HNsPbJeclgwG4vlMZ/pUUrTy2d4fXV0Glgve2Pql7fU+6+HrkOPb40W+/oYuKAsDphV5Y16lDdFhYgc8dkRjBn1f/BMBCsmBG+xmk6FNEPt4yysPOg9dqv8Yv53/J8lxEYgSj944WH4ieIILf0iYqSHlzv3csfZvvi/DCAmX8bqr4k6fQhoRkfxxZRhsSQvzJU9i19Es9zgtKOjNTAk+VCjwbgXsDHtfsh1s5B6T7xyFwD9zcAyHn08vqkuDWPuWLL8DGRZloV62TEhA7V04vKxbaEIQybfeVUP73b4Dh8bevNKSZzxO5e5/8gFy5NZxcpKRklPVKGY8G0G81OFUqtLqmjT02JiU4mIhlywGQLC1xHT7cbOddHrCcBK1yR+2V2q/QpUoXsx1bKH10eh0bbmww+pyMjITEjOMz6OTdSXwwSiWC39Lk+k74aygkRCiPVRbQ7WvwezfL7TxtuGmpcLKUMyHPpVEWNkogW70TdAHiHirB7s09ELg3PcUQKPW/9LfyBeBSXdnP0g4OzUcstCEIZdOVkGiGrTxjuGE17Nka9G7ilbmQsQ/IFraQEp/+uM7zyvAvS7vCr3Q2wucvQE5SljouN2AAFl5e6PX6Ah83KimKVVdWAWChsuDt+m8X+JhC6ZZb3mcZmZD4EE6HnRYLl6QSwW9poNcpWRb2z8QQGDpVhleXGL2dp4uJIWrLFpMOrapQSBPT7CooY4Prv6wMs3h0U+kVDtwLt/an35YEiLipfGVLLLQhCE+78Jgkhiw5aVjIomcDT0b5P5GcP2CT8kH4yQ/IGQPfdqPh2c9yHlpVyBKvXiNqwwYAVI6OVHh3qNmOveLyCuJSlEmAvWv0xsMu/5krhKeDqXmfTS1XFojgtyQxNtY17qEyiez2gfRytbpD75/ANvOtQFmWidm2ndCvvzap5zdJA+etK9DW3NfxJEmCCjWUL7+hoNPCg9OpvcJ74P6JzJkkjMqw0EZ+eqYFQSixElN0vLv8JEGRyq38hpWcmPlqI1QZU5jpdUqPb05L+tqUg2c/LdbAFyBs9izDfIsK772L2tnZLMeNSY7hj4A/ANBIGoY0GGKW4wqlm8j7nHci+C0pjN3Ksy2vTG5L6yWV1OA/BVoPy/Lmnnw/iNCvviJ23770bWqw0Cl/Koz9KbDSQsrIwSQt/B2rGkWYDkWtAW8/5avjeEiKgb3fwpH5ue8bm/uSnoIglB6yLDNu3XnO3I0ElBy5Cwc2x8byiTs8dw5nfn80JuFxsX9Ajjt2nLh9+wHQeHpSbsAAsx175eWVxKQoudx7Ve+Fl71XLnsIZUFa3uew+DBkIx8OJSTcbd1F3ucMRKqzkiDtVt6Tb+zxj9IDXwdPeOtfaDsiU+Arp6TwaNHvBPbqlSnwPeHjxMj31Mx6SUWEQ+bDRttAYurHHvuQcG71fY3o1GESsk5H3LHjRG3+l7hjx5F1OrNfbhZWDlCrq2ll7bNP7C4IQukzf9cNNp1LzYNrqWbhoOa4ORpZRc3UD77F+AFZ1usJ++47w2PXEcNRWVmZ5dhxKXEsv6xMoFNLaoY2MN9QCqF0U6vUTPCbAKTneU4j8j4bJ3p+i5spt/LUVjB0LzhmHtuVcO4cwVO+IOnKFcO2CFsrFvmrOeEbC5LEQyeJEzUl6t6TKRcLj+3hsreEWySM+VtHlTCQ4+MJGj2GyI2bSLpyJVNeYI2HB+6TJuLY1cTgNL9MWWjDtrxSThDKKJ1eNm1Z31Ji07kHzNl5DVBGR819rTH1KjoZL2xrPKtCFsX4ATlm61YSL14EwKp2bZx69TLbsVdfWU1UkpI2rUfVHng7epvt2ELp5+/jz+yOs5l+fHqmyW/utu6M9xsv0pw9QQS/xc2UW3m6JHh03RD86mJiCJ8zl8erVhnGlemBbU01rO6gJcFaR9piFbIMqCQCfDL/gQwpBzOHeLAswI/ojZsAiMvQc5xGGxpK0IiRMG9u4QbAaQttrBmYWncjAXBiNNw9AlXaFV49BKGE2noxmKn/BBAclZ5P29PJmim9fA2LKpQmZ+4+5pO15wyPJ3SvQ9d62Uzeio+AA7NzOaKkfIAupg/IcnIyYRmWMXb7ZIySQ90M4lPiWRawDFB68oY2FL2+Qlb+Pv508u7E6bDThMeHi7zPORDDHopbHm7lybJM9NZt3OjRk8crVxoC39tuEpMHqVncDRKsJSRUdK/SnU+af6JkQHsijkxd44KJHSdTcfp03D//PPvzpp4j9JtphT8EIm2hDccn/pBrbJR/9Smw8jW4f6pw6yEIJczWi8F8sOJ0psAXICQqkQ9WnGbrxeBiqln+BEUmMHTZKZK1Suqvvs0r8W77asYLh1+DhZ3h9v4cjpj64b779GLLBvP4zzWk3FNSOtq2aoVdO/N9SF97bS0RiUqKy+5VulPVqarZji08XdQqNS08WtCjWg9aeLQQgW82RM9vcTPxFl1ynJp7Q98j+WB61odEC1jzjIotLST0Kgm1pKF3jRcZXH8wPo4+AHjZe2W5DSJJ4KnqbLgNYlW9es4nN7YgRmExttCGV3NYOxCub4fkWFjxEgz+D9x9C7cuglAC6PQyU/8JMDoYKDUJIFP/CaCLr0epGAIRm6RlyJITPIxVcuC2rOrC/3o3QDK29PCNXbB2MKTe7se2ArT6QFnQIqeVKIuYLjaWhz/+aHjs9sknxq8nHxK1iSy5tMTwWPT6CkLBieC3uGUY66rVy5yPsiMmSYODlZaGTnGokXh425OQoVPRpCQZdjtVXWJRNxUPnSQsVVb0rf0qg+oNypLzMeNtkKMPTvDrhZ8ACEo8x52IGHxcHPK/IEZhMbbQRt9lsOIVuHMQEiNheW8lAC6fS+AuCKXc8VsRWXp8M5KB4KhEjt+KyHa1sZJCp5cZseoMV0KUjAVVytvy84BmWGqeuAkpy3DsF9g2MX3FNvf60G+VsiJku1ElYgl0Wacj/uQpIpYvQ/f4MQCOPXtiU7+e2c7x1/W/eJjwEIAuPl2oWa6m2Y4tCGWVCH6LW+pY1wPff4z6uB3lYiH1Jj+nbZ2wVumwiAUNSuAbYQ+Lu6g4VlvCzsKBd33780bdN3Cxdsn2FGm3QVp4tOCfqwcITr6IyvIhX+9Zw68vD0HjalruP31iQkGvNv8sbKD/alj6gpIjODYUlvWGt/8r1OVLBaG4hcVkH/jmp1xxmv7fZXZdCQPA0VrDwkEtKGdnmbmQNhn+GwunlqRvq91TWbHNyl55nN+VKM0oevt2Qr+ZlmUZeZvmWRceyq9kXTKLLi4yPH634btmO7YglGVizG8JsHzHGcrvtsM5NvN2+3iwiFV6M/TAf80kRg1Vc7VRBUY2G8XOV3cwrMmwHAPfJ43xe9/w/eFHa4mMT8a2eTM0Hh5Zlkh+UsjnUwidNh1dbGyO5QqNlQMMWA9uqcMdou7CshchVqxaIzy93ByMpP0y4vbD+NwLFaPVJ+7x24FbAKhVEj8NaEYNN/vMheIjYHmfzIFvu1Hw2or0wLcEiN6+naARI7MEvgChX35F9PbtZjnPhhsbCItXPix09O5IHZc6ZjmuIJR1pS74/eGHH6hSpQrW1ta0bNmS48eP51h+7dq11KlTB2traxo0aMAWE5f9LSpJSUlUWbEGgCdDz7THWhV8+qaKLb29GNVhMjte2caQBkOwt8z7H4Ou1drjpFImS0hWQXy7byOSWo37pImpJ80hANbriVi6lMAePYn+7z9kOYf0bIXF1gXe/BtcUifHPLqh/LFMeFz0dRGEIuBX1YUK9pa5lpuz8xofrzzNo9ikXMsWtZP3ovl84yXD4y9frEfbGk8srR52BX7rpAxtAiXFY59fwf+LYl+xLSNZpyP0m2mGycDGmGOCcIo+hUUX0nt932/4fg6lBUHIi5LzjmKCP//8k9GjRzNlyhROnz5No0aN6NatG2FhYUbLHz58mH79+jFkyBDOnDlD79696d27NxdT8zCWBJvX/E6FGH2WwDcjjR7aluvMfy9voV+dflhrTOsJMkaSJN5vlD5h4t97f5Cs1ePYtSte8+aicc88AU/j4UHF2bNwHTkCKTVZuzYsjKBRo7k3ZAjJt2/nuy755uABAzeCY+rqRqEX4I++kFRMPdKCUIjUKonKLrYmld18Ppiuc/bz7/mSk/0h8GEcEzcHotUrweLbbavyRkufzIWubYeF/vD4tvLYzk1Z1KfRa0VbWRPEnzxltMfXIMME4YLYfHMzD+KUSX3tvNpRr4L5xhELQllXqoLf2bNnM3ToUAYPHoyvry8///wztra2/P7770bLz5s3j+7duzN27Fjq1q3LV199RdOmTfn++++LuObZiw6+a1K58rF2WKgszHLO/g16Yo2STkxvdZMfj+4AwLFrV2rs2knlpUupOHMmlZcupcaunTj16EGF99+n2r+bse/Y0XCcuMNHuP1ibxIW/Y4+oYjHAztXVgJg29Teo/vHYXV/SCn54x4FIS9uhMVw5l4kAE8mc/B0suanN5oy97XGONsq7w+P4pL5aOVpPlhxivCY4u0FjoxP5p2lJ4lJUnpBn63jxuSeddMLyDIc/h5WvQbJyiQ4PBrA0N3g3aIYapy7opggrNVr+fX8r4bH7zV8L9/HEgQhq1Iz4S05OZlTp04xceJEwzaVSoW/vz9Hjhwxus+RI0cYPXp0pm3dunVjw4YN2Z4nKSmJpKT0PxjR0crywnq9Hr1eb9iu1+uRZTnTtvxw9DRtlR5HT+8Cnyuj12sOZMn1GQD8cWUJw1r7K6l5JAmbFs0N5WSUJTsBNBUr4vXjD8Tu3k3o19+gDQ5GTkkhcflybu3ejfvkSZmC40LnUh0G/IW0rBdSYhTc2oe8bjDyK0tAbZ4PCqYy1+vhaSDaQmGudliw+4bhDvu4brVpWMmJsJgk3BysaFElfYW31tVc+HzTJbZdUtIa/ncxhCM3H/F5r7q82Kii2VJvmSpZq+eDFae4/UgZi1zb3Z65rzVCQkavl0GXjPTvGKSzKwz7yHV6Iff+CSztoIS+ftQVTMuooa5QPsvP3tTXxL+B/3I/9j4ArTxa0bBCw6fq90m8RyhEO6QzR1vkZd9SE/w+fPgQnU6H+xO35d3d3bmSYXnfjEJCQoyWD8nhltW0adOYOnVqlu3h4eEkJqb3Kur1eqKiopBlGVUBxqM179CTu/N+wCVWb7QbXg9EOKho3qFntsM78uNVn/Ysv/IrOvVjEi0usujQLl6o1dC0nevXx/73RSSuWEHin2tAq0UbFETQhx9h0bYtNsM+Ru2RzUpN5qZyx6L7L5Tb/DYqbTzS1S0k/vk2UZ2/A6nobmyY6/XwNBBtoTBHO9x9nMg/55Rb307WarpWs8HWUkc1ew2g49HDzL2LX/h78YyPLTP33CMyQUtkQgqj15znr5N3GP9sZVxNGDtsDrIsM23XXY4EKgszOFur+eY5H+KjIogHpIQIym0fhmXwScM+sc0+JLb5MIiMA+KKpJ75IXt7I7m6IufQsyu5uRLj7U3sE+/ZprwmdLKOn8/8bHj8qverZn3vLwnEe4RCtEM6c7RFTEyMyWVLTfBbVCZOnJiptzg6Ohpvb29cXV1xdHQ0bNfr9UiShKura4FftPsGvEr5n/9ET+ZxKHqUSW+33niVtpXMv477c96vs/mBkvd3xc01vNMuj2t/T55M4muvETTlC7RnzgCQcugQ2lOnKP/B+7gMGoRkWQR/bN26gf1K5FV9kXTJ2NzYjLVTBeQes3PNYGEu5nw9lHaiLRTmaIeZB86TOlSWd9pXp0ql3Jcx7u/uTrfGVZn6z2U2X1DG/h4MjOL8g8t82rMuLzf1KvRe4IUHb7HpopKb1lKj4tsXqtOoRiWlHUIvIW3sjxSpDPmSNdbIL3yPbf2XMW1kc/FTv/wSj37+JesTqe3qOXkyDp5Zf1amvCb+u/Uf9+OVXt/m7s3xr5PH9+VSQLxHKEQ7pDNHW1hbmz4fqtQEvxUqVECtVhMamnk54NDQUDyy6WX08PDIU3kAKysrrFIndmWkUqmy/EAkSTK6Pa8GjvyC5ZJElRVrqBCT3m0f4aDi9oC+DBwxpUDHz86k9oP494/lyOpYIqTjHLh9lQ7V6ua+YwbWNWpgP3sWNidPEvbtt+jCHyInJvJwzlyiN27C4/PPsGvVqlDqn0mNTvDqUvhzAMg6pFNLkKwcocuXRRYAm+v18DQQbaEoSDvci4hnwxml19fRWsNbbaqYfBxXRxu+f6Mpz18M4dMNF3kYm0R0opZx6y+w5WII3/RpQEVnm/Qd9DqzLRqxMyCUaf+l34379uUGNPTUKO1wfRusf0dZqRHA3gPp9ZVIlcyXG7coJN24YXS7xt0d90kTcezaNdt9c3pN6GU9Cy8uNDx+r9F7T+3vkHiPUIh2SFfQtsjLfqWmtS0tLWnWrBm7du0ybNPr9ezatYvWrVsb3ad169aZygPs2LEj2/LF6c0RU/A7eJqAycM5+nZvAiYPx+/gad4spMAXwMHKjtauvQGQJJkZR37K13EkScKxZ0+qb9lCuTffNKQlSg4M5O5bgwn6ZCwpRXHbrk4P6PMLhiRxh+fDgZmFf15BKAQ/7btpyJAwuG1VHKwtlCD11gG4sE75V59zOq3u9T3YMao9fZp4GbbtvRpOtzn7WXX8rpKuMGAT8tz6sPR5WD8Elj6vPA7YlOc6BzyIZvjqM4YxysM71+SFRhWViW2H5sGqfumBr2djeHcPlLLANyUkhNg9ewFQu7ri/fvvmSYI5xT45mbX3V3ciFQC68aujWnp0dIcVRYE4QmlpucXYPTo0QwaNIjmzZvj5+fH3LlziYuLY/DgwQAMHDgQLy8vpk2bBsCIESPo0KEDs2bNomfPnqxevZqTJ0/y66+/5nSaYmNlZcXLb35QpOf8ouO7dF23FlRJ3E3eT0DYPXzd8jfEQu3ggMfkSTj36U3I1C9JOHcOgOjNm4nduxfX4cMp178fkqYQX3YNX1X+uG4eqTze/T+wdIBWIkemUHoERyWw7qRy69veSsPbbasqwejW8RD9IL2gY0XoPgN8X8j2WOXsLJnzWmOeb+jJpL8vEBqdREySlol/XSD02FpGPPoKGTlTukU5+gGsGYjUd1mOx84oLCaRd5aeID5ZCcifb+jJKP+ayCmJOO2ZgOrahvTCvr2h909gWVoGOqSLXLceUnP4luvbF/s25ulMkWWZX86lD6V4r9F7RT5JURDKilLT8wvw2muvMXPmTD7//HMaN27M2bNn2bp1q2FS2927dwkOTs9v2aZNG1auXMmvv/5Ko0aNWLduHRs2bKB+/frFdQkljqdDOXztuwMgqXRM3Ze/3t+MrH198Vm1Eo+vvkTt5ASAPjaW0G++4darfUk4e7bA58hR88HQ5av0x1vHw5kVee41E4Ti8su+QJJ1yhCoga19cLr9H6wZmDnwBYgOVrZn7KXVaSEhEqKCIPwqBJ2CwH10lk6xp2sYs6qeYqh6M6M1a3nn4bcgy1n+EKhQgrGEf8aa9HuSmKJj6LJTPIhSJgU38nZm5quNkOLCkZb1wiZj4NtxIry6pFQGvrJWS+TatcoDlQrnV18x27H33tvL1cdXAahfvj5tK7Y127EFQchMkotlma7SIzo6GicnJ6KiorJMeAsLC8PNza3Uj9UJCL1P3y29kFRa0FvwXYdv0ZOMq60rTd2aos5h7F9u7aB9/JiwWbOIWrc+03bnV1/FdfQoNOXKmf16DHZ/Dfu/TX0ggY1z5pXgTOg1M9XT9HooKNEWivy2Q1hMIs/M2EOSVo+NhZqDY9tTfmGzrIFvRpIarJ0hJQ605s11rRv4D+pq7bN9Xq+XGbb6jGFhjYpO1mz4uC1ucdeVYQ5R9wCQNTZIfX6Cen3MWr+iFLNrF/c/+hgA+86d8f4hbznjs3tNyLLM6/++TsCjAAAWPLuAjt4dzVbvkka8RyhEO6QzR1tkF68ZU7ZbWwDA170S3hYdlAeqFMYeGMX4A+N5e9vbdFvfjZ13dub72Jpy5aj4v//hs3IlVnXS16WPXLuWwOd6ELlunSGPcBqdXubIzUdsPBvEkZuP0Onz+fms0yRomTaMRM66BLKxXjNBKGYLD9wiSav8TgxoVZnyj07lHPgCyDpIeGT2wBfgZuDNLNsy/o5+su6cIfC1tVSz6K0WuN3fCYu6GQJfnZ078ltbSnXgC/B49Z+G78u9br7V5w4GHTQEvnVc6tChUgezHVsQhKxK1ZhfofB0q9mEhZd3ZUmMEBoXyqi9o5jTcQ7+PvlPuWPbtAlV163l8cqVhM+bjz4uDl1kJMGffkbkuvV4fDEF6zp12HoxmC83XqR8YAAuSTFEWDnwqJovn79Yn+71c0/zlIkkKcMfTi+FlHgjBWRAgq0ToE7PfM9uFwRziYhLZsXROwBYaVQMbV8NbgeYtrNtebD3ACt7ZZEIS3vlK5vHly6dp17A7FwPeyQwApuIeLxTl1jeejGYqf8EEByVNdCe/1pj6l7/FXanDzuSKzblUed5VKhYuoebJd+7R9zBgwBYeHlh19Y8wxJkWebn8+l5fd9rKMb6CkJhE8GvgE6vY93NJcaflJSJ2lMPfUMn7045DoHIjaTR4DJwIA7duhM2YwbRW7YAkHD2LLdeepno5/rwZ7Al0wO24JoYZdgv/JQTv1ztDeMG5T0Avnc0m8A3jQzRQUqap6rP5P2iBMGMFh0MNEwY6+dXGTcHayX1mCleXZqn13C0ZVseXFqCBxFZlk3O6MWgmYyZGUeweyequdqx+Xyw0XJWJON7dAzc25y+sf4ryL3mo39sevL5kipyzVrS0lg4v/YakpluUx8NPsr58PMA1HCuwbOVnzXLcQVByJ4IfgVOhJwiKuVhtulwJQkiU8L5+K/1uFvWM5STkACZ+Ph47OweoZIkQ4+FZPifUi59n9S0u92GUqFKS+qv+xX7sCDQ63H8dz1jjZy/fGIUk48v5YfvLejy42jDcq4miQ3NvUxeyglCIYmKT2HpYaXX11Kt4r0O1ZQnfNqAlSMkRWezp6SMX/dpk6fz+VV3ZbLFO3yT8i16mUwBsF5O/111luJZZDmLX8Kv8F3wa4AGFXr8VFdwI5IwnLmld+cXy7lUvJdhiMSzn8Izn6QGjKU7+JWTk4lcnzpvQaPB+SXzDd/45XyGDA8N30NVhCtTCkJZJYJfgWN3b5tUbueN86RE2pnxzHZYtBzGSzf28frVHVjrtRgLa1Uoq931PbaO4zfepHUtN9NPYWqvmanlBKGQLD58i9gkLQCvNK+Ep1PqIhTxj0CXks1eqb8x3afnediOWiXRsffbfLgymc8tllGRCMNzIZTnu5S+jKx0FZ+w3QC8p/mXFqqrrNV2YJjF31SU0svrZAm1pPSK6tQ2qF/+NX0i6VMwpzpm5050Ecr1OnTxR1OhglmOeyLkBKdCTwFQxbEKXXy6mOW4giDkTAS/AnqtvUnlrDw2onE8jza6EdqY+sg60/bLSYpaw5+1OxNs68LEU39kW04FuCVEcvvYcaj1vOkn8Gmj9IpFB6OM8X1S/nrNBMGcYhJT+P3gLUAJSj/oUD39yZ1fgDZB+d7CNvMwHseKSuCbz4wl3et7Qv/3eXVTW7xjzxl6cu/ZN+KzVxvgU88Djv0C2z8FfQpNVTdoYpF1dbO0wPeRbM/5Z5bSyffpWpI300S3114323Ez9vq+2/DdAg0rEwTBdCL4FfDzaM7CK05ImqgcVwKWJNDY3UJjdwvJcxN1nZvQwrUT1TQNqOTqYxjykNbRI8uyIdyUZTA8ksm0HSB8Yyicyr2u/+69SGTthrzSrBIWahNuD6rUSjqzNQMhdZhGFvnoNRMEc1p25A7RiUqvb58mXobJZdw7AWdTPxRaO8FHJ+DhNbMsQ5yme31Puvh6cPxWM8JiEnFzsMavqkv68KJW74N3CxL/eBPr+KBs3yNkGVKwwNqrYYHqU9IkBQYSf/w4AJZVqmDb0s8sxz0bdpZjwccA8Hbw5rmqz5nluIIg5E4EvwKtqrli+89LJJRbjCyT6Y9bWnCqSWxEJfdI7kQrYxJl9AREniIg8hQqSUWrqFZ0r9KdZys/i5OVU57rENOuHvcX5l7uDjZs/usCP+69wfBna9KniRea3IJg3xeg77Ksq2MBvLDALHl+BSG/4pO1LErt9VVJ8FGnGsoTej38l2EUfKfJ4OCufJmZWiXRunr57At4NcPihZmwul+2RSQJPHiMq/oKkIehSSVc5J9rDN87v/6a2TIxZMzwMLTBUDQq8edYEIqKGFkvoFZJfNWlH4lBA5C1mQNXWetEYtAAprf7jn96/8PaXmt5p8E7VLKvZCijl/UcfnCYzw9/Tsc1Hflo10dsurmJmGTTJ7nYt2iOtrwr+myel4HH9uW4VEGZBHQvIoGx687jP3sff5+5n3suYN8XYORFGLQZavdI357tJCJBKBp/HL1LRFwyAL0aVaRqhdRx9WeWw4Mzyvdu9aD5kGKqoUKdY9aUDOXiwgq5JkVHn5hI5IYNAEiWljj37m2W4154eIFDQYcA8LL34vnqeRjKJQhCgYmPmgKg3Pr8noF88U9TwlMuI2likLUOuFrUZVaGHLt1XOpQx6UOw5sMJ+BRAFtvbeW/wP8ITVSyJWj1Wvbf38/++/uxUFnQ1qst3at0p6N3R+wssp8sJ6nV+Ez5lPvDR6DH+KeyWu++xbru7Ziz4xoHrj8E4PajeEb9eY7vd99gpH8tejbwRJVdNgiVWkkF5eABV5U0a5xdBa0/ym+zCUKBJKbo+GV/IKD0nH6c1uub8Bh2TU0v2ONbUBfz23UZnDwavXUr+igl7aLjc8+hdnY2y3F/u/Cb4fshDYZgobIwy3EFQTCNCH4Fg/Sxf02Nj/3LQJIk6lWoR12XuvSv1J9QVSjb725n2+1thMUrPT8p+hT23tvL3nt7sVJb8YzXM3Sr2o32Xu2xtbDNckzHrl2pNH8eoV9/gzY0c+oxCeX2Y6PXX2f5kJacuB3B7O3XOBL4CICb4XEMW3WG73ffYFSXmnT19cg+CK5QE7yaQ9BJCL0AIRfAo0FBmk4Q8mX18bs8jE0C4Ln6HtR0d1Ce2PONkuUBoN5LUKVdMdUwgzI4eTQyw0Q3ZzOt6HYj+gb77u8DwN3WnRerv2iW4wqCYDoR/AqZ5Dr2zwhJkmjo2pDG7o35pPknnAs/x9ZbW9l+ZzsPE5Qe2iRdEjvv7mTn3Z3YaGxoX6k93at0p51XO6w11oZjOXbtim2njpzfuZqY4Ls4uFXC+Y9tJJ05S0pQEMGffY7X3Dm0qOLCqndbcfjmQ+bsuMaJ28rSxVdDY3h/xWl8PR0Z3aUWneu6Gcbo6fQyx29FEBaTSAOvF6gWdFI56dlV0F0Ev0LRStLq+HlfoOHxx51qKt+EXIQTqQPgLWyh6/+KoXZG5Dh5NP8p10qqxCtXSDh7FgCr2rWxadzYLMf942Z6VpshDYZgqbY0y3EFQTCdCH4Fs1JJKpq4NaGJWxPGtRjH6bDTbLu9jR13dhCRqOTJTNAmsO32Nrbd3oatxpaO3h3pVqUb7bzasf/+fqYfn05ofCiogUdQ59nyfHHdBlVsAjHbthH55xrKpfbCtKlegdbVynPwxkNmbb/G2XuRAAQER/POspM0quTEqC61SEjW8eXm9CVZnfDghLUGS7RwYQ10mQpqcetRKDrrTt0nJFp5PfrXdce3oqMyw/S/cSCnjn5v/wk4eRVjLZ+Q3eTRAqZcK4ke/5khvZmZJrpdf3ydg2HKEsmuNq68VPOlAh9TEIS8E8GvUGjUKjUtPFrQwqMFE/wmcDL0JNtub2PnnZ1EJkUCEK+NZ8utLWy5tQVrtTWJusQsx7lqGcGsbnrGpi6wFDptGjZNmmBduxag9Dw/U9OVdjUqsPdqOLN3XONCkDJO79z9KN5afCLLMaOwZ6euKT3UxyEuHG7sgtrdC6chBOEJKTo9P+1NXw1teOfUsb4X18MdZSIULtWg9cfFULtc+L4AdXoqS4KbMeVaSaKLjSN64yYAJFtbHHv1MstxM471HVx/MFZqK7McVxCEvBHZHoQioVFpaOXZiimtp7C7725+8f+FPjX64GDpYChjLPAFJT/wyVoq9rVUJszJSUkEjR6NPj7z7HNJkuhUx41NH7fl1zebUdfTMcc6rdO1Tz/H2ZX5vTRByLO/zwRx/7GycEWHWq40rOQMSbGw/bP0Qt2ng6aEBkdpk0cbvKL8+5QEvrJOR9yx44ROn254f3Hq2RO1fcEX9AmMDGT7ne0AuFi78EqtVwp8TEEQ8kcEv0KRs1BZ0MarDV+2/ZJ9fffxQ+cfaFMx50kyMjK/tk9EV6MyAMk3bxLyzTdGy0qSRNd6Hvw7rB2j/Gtme8z9+oaEy0qALF/9D+Ijsi0rCOai08v8uCd9lTRDr++BWRCTOpSgZjeo1a0Yald2RW/fzo3O/twdNIiodesM2y18fMxy/N8u/GZY6GeQ7yBsNDZmOa4gCHkngl+hWFmoLWhfqb1JM55TNBLB4/oh2SqZIqLWrSdq87/ZllepJKpUyD69mhYNG3VtlbL6ZLj0Vx5rLwh5t/n8A24/UnoV21QvTzMfF3h0Ew4vUAqoLaH7tGKsYdkTvX07QSNGog0JyfJc+KxZRG/fXqDj342+y5ZbSnpFRwtH+tbqW6DjCYJQMCL4FUoEV1tXk8o516qHx+fpt4ZDpkwh+c6dbMu7OVhn+xzA+gxDHzi7yqQ6CEJ+6fUy3+9O7/X9+NnUXt+tE0CfonzfZhiUr14MtSubZJ2O0G+mpS9naUToN9OQdbp8n+O3C7+hT53E+HKVl42mehQEoeiI4FcoEZq6NcXd1h2JnGdUx6XE4dy7N04vKj3F+rg4gkaPQZ+cbLS8X1UXPJ2ssz3qZdmHy3Lqbc2gk/Dwen4vQRBytfVSCNfDYgFo7lOO1tXKw9WtcD21Z9HRC54ZU4w1LHviT54y2uNrIMtoQ0KIP3kqX8e/H3OfzTc3A+Bg6cCLlUVeX0EobiL4FUoEtUrNBL8JADkGwCP3jOTv63/j8flnWKaOxUu8dInwWbOzOa7ElF6+qcc1bp32mfQHYuKbUEhkWWZBhl7fYZ1rImmTlF7fNF2/Asvsh+oI5qcNDzdruScturgIrawFYECdAdhpxM9XEIqbCH6FEsPfx5/ZHWfjZuuWabu7rTuNXRsDoJN1fH74cxbdXEnFObORLJTcvBFLlxKzZ4/R43av78lPA5ri4ZR5CER5e0tsLdVs1LVFKyu/Ctqzq0Gf/9ubgpCdnZfDuBwcDUCjSk60r1kBjnwPj28pBao8o6zmJhQpjatpQ65MLZdRSFwIG25sAMDOwo7+dfrn+RiCIJifyPMrlCj+Pv508u7E6bDThMeH42rrSlO3pkiSxLcnvuWPy8rqSPPPzCe8TjjvjhtL+NdK1ofgiZOw3vA3Fh4eWY6bvnRzRKalmwPDYxn4+3H2xjfCX30GTewD7pzcSqXmPbKUNbbMsyCYQun1TR9SM+zZmkjRQUqGBwBJDc/NADMspCDkjS4uNucCkoTG3R3b5s3yfOxFFxah1Su9vv3r9MfRypFEjKd0FASh6IjgVyhx0hbHeNL4FuOpYFOBeafnAbDqyioeVe7C8M6diN+1B11kJA8+GUvlpUuQ1FnzjhpburmmuwPrP2jDbz93wT/xDABnN/9In22WRMSljyP2dLJmSi9futf3NOelCmXEvmvhnL+vLLzi6+lI57pusG4wpKTmqm7xDrjXK8Yalk1xhw/zYOSo7AukfhhxnzTR6HtKTsLiw/jrupJBxkZjw5u+b+a7noIgmJcY9iCUGpIk8U6Dd/iq7VeoJeUP0fa7O5jROQa1hzsA8SdP8vDHn/J03IrONgz/YDgxkpLIvot0gqS4qExlQqIS+WDFabZeDDbDlQhlSZaxvs/WQLp9AC79rWywrQCdJhVT7cqu+FOnuPfRx8ipk2VtmjZB4+6eqYzG3R2veXNx7No1z8dffHExyXrl2K/Xfp1y1uUKXmlBEMxC9PwKpU7vGr0pb12eMfvGkKBN4EDMWaxeqsS7v6hBp+PhTz9h6+eHXUs/k49ZzsmB5MavwpnF2EpJ9FAfY62uo+F5GWXC3NR/Auji6yGGQAgmOxIYwak7jwGo5W5Pt7oV4NcMY3v9p4CNc/FUroxKuHCBe+++h5ygrLJn37kzlebOAZVKyf4QHo7G1RXb5s3y3OML8DDhIeuuKQtlWKutGVhvoFnrLwhCwYieX6FUeqbSMyzsuhBnK2cAdjrd599OqUuQ6vU8GDsW7ePHeTrmVfdehu9fVh/I8rwMBEclcvxWGVoJTq+DWwfgwjrlXzEZMM8y5vX9qFMNVCcXQViAsqFiU2g8oJhqVjYlXr3K3XeGoo+LA8CuXTu8UifPSmo1di39cHq+J3Yt/fIV+AIsu7TMsFz7K7VeoYJNBbPVXxCEghPBr1BqNXRtyLLnllHRriIAy5rFcrmqkv1BGxZG8ISJyDkkrn9SoFVtbuqVMb2tVJepJIUZLRcWU0YmrARsgrn1YenzsH6I8u/c+sp2wSRng2I5mvphqVoFO56vbgF7MizL3eM7UIm34aKSFBjI3cFvo49ShjXZtmhBpQXzUVlamu0cjxMfs/rqagAsVZYMrj/YbMcWBME8xLuuUKpVdarK8h7LqVWuFrJKYs7zeqJtlSEJsfv2EbF0qcnHcnO0ybTi20uqg0bLLT10m4tBUUafe2oEbII1AyH6Qebt0cHKdhEAm2TxsfQx4h92qoF695eQlPraaTwAKjUvppqVPcl373L3rcHoIpQPIzaNGlHpp59Q2diY9TzLA5aToFWGU7xU86UsqRsFQSh+IvgVSj03WzeWdF9CC48WRNpLLOiVPh43bNZsEi5cNOk4flVdOGjXGb2s7N9fvYsXVIdopQpAhd5Q7vS9SJ5fcJChy05y6cFTGATrdbB1PMpAjyelbts6QQyByMW5e5Ecu6vk9fV2saG3azCcWaE8aeWojPUVikTKgwfcfWsw2jDlbo6Vb128f/sVtb15F5yISopi5RVloRyNSsOQBkPMenxBEMxDBL/CU8HB0oGf/H+ii08XzlVTsbFVagCckkLQ6NHoYnPJ5YmSCu3DF9pzVV8JAA/VY+Zb/sBqy/9x0Go43VTHcba1MJTfERBKz/kHeX/5Ka6ExBTKdRWLO4ez9vhmIkN0kFJOyNaCPeljfT9oXw3N1nEYPjx0mgT2okewKKSEhXFn8GBSHiivacsa1am8aBFqR0ezn2vl5ZXEpShjiXvX6I2HXdac44IgFD8R/ApPDSu1Fd+1/47Xa7/O6vYqrilDgUm5d4/gzz83afxvd9UJ6qjvZdnuIUXws+U8TrwUz5cv1sPd0crw3NZLIfSYf5BJ/97k6tMQBMeGmlYuJqRw61GKXQyKYvcVZTlcTydrXtXsgwenlSdd6yp5fYVCp42I4O7bb5Ny5y4Alj4+VP79dzTlzJ92LDY5luWXlwOgkTS800D8jAWhpBKpzoSnilqlZlLLSbjZujEvZh7f/q7DLglitvxHWItmBDnriAm+i4NnZRr6v47GIsNEl9Tb/caSmKV9SrTYPomBIy/Qt7k3q4/f5Ye9NwmPSQJg9/VI9tw4SM8Gnoz0r0kNN4dCv95CYe+eexmAg7OhQk2o2LhQq1Ma/ZCh13dY6wpY7H43/cke34LawshegjnpoqK4O+Qdkm/cBMCiYkUqL1mMhVvh9LivurKKmGTlw+/z1Z/Hy96rUM4jCELBieBXeOpIksTQhkOpYFOBX0M+Z9TfyvKij6b+DxsgbXrLcccZ6EcMpt0bnygb8nC737rqM7zVtiqv+1Xmj2N3+WnvDR7GJiPLsPl8MP9eCOaFRhUZ3rkm1V3tC/Nyzc+nDThWzKUtUNJ1/doRmr4Jz34mbuOnuhYaw38XlV7x8rYaXo39A+IfKk/69oaq7bPfWTALXWwcd999l6TLlwHQuLkpga9nzis06vS6LEurq1W5pzuLT4lnWcAyAFSSiqENhhb8IgRBKDQi+BWeWn1q9sHlQxfOnf2QRrf0WXp0naL1SF8t4iAoAbCpt/szlLO2UDOkXVVeb16Jn3cFsPJ0GI/ilCB449kH/HPuAb0bezGsc02qVjDv5JpCo1JD9+lKVocsJEAGew+IDVG+P70MLv4NHcZBy/dBVbbfVjLm9R3uG4/m1ELlgcYGuv6vmGpVdugTErj/wQcknjsPgNrFhcpLFmNZuXKO++28s5Ppx6cTGp/+++1u684Evwn4+/gb3SctWF53bR2RSZEA9Kjag8qOOZ9LEITiJcb8Ck+1th6tqfzQeN4CFcp21fwlaFOSTb/db6ScjaWaN5q5s29sByY8V4dyqRPj9DL8dSYI/9n7GLPmHHcexeX7WoqUVTZDNhwrQt/lMPICdP1ayVoAkBwDOz6DH1vB1f8gD/mVnyaB4bFsPq/0mLvYaOj76CckOTUrxjNjwNm7GGv39NMnJ3P/42HEnzgBgMrJicqLf8eqWrUc99t5Zyej947OFPgChMWHMXrvaHbe2Wl0n27ru/H2trfZcmuLYXv9CvXNcCWCIBQmEfwKT7XzO1dTLiZrr28aFVAuSsf5navTb/dnWzrVhTWQHG/0KVtLDe93qM6B8c8ytlttQ3YInV5m/en7PDtrH+PWneNehPH9S4wDs9O/bz8eXl4EgzYrQa/vC6CxhDYfw7DT0OwtDG0WcRPVn/0p9+87EH6lOGperH7YcxN9atw/rc5NbIKPKQ/KVYE2w4qtXmWBnJJC0MhRxB06BIDKzo7KC3/DunbtHPfT6XVMPz4d2chH5LRtM47PQJchtV92wXJaWWPBsiAIJYcIfoWnWkzwXdPLqdTQfUbqlhwC4NPLlLGuIReyLWJvpeGjTjU4MK4Tn3SthaO1MhRAp5dZc/I+nWbuZeJf57n/uAQGwfdPwu3U5Z1dqkPH8dDgFaj6jNJGGdm7Qq958N4+8Glr2Gx1/yDSz+3gv/EQXzaWg777KJ4NZ4MA8LDW0eX+gvQnu08HC+tiqtnTT9bpeDB+PLG7dwMg2djg/esv2DRokOu+p8NOGw1iDcdGJiQ+hH7/9uOzQ5+x4MwCphyeYjRYTvNksCwIQskigl/hqebgadrYO8MMcN8XoO8ycHxiYoyjFzR/ByxslccPr8JvneHYLzne4newtuDjZ2tycMKzjPKvhUNqEKzVy6w6fo9OM/cy6e8LPIhMyPO1FZqDcwzf6tuM4MitSDaeDeLIzUfo9Nlcq2cjeOtfeHUpspNya1+SdXDsZ1jQFI7/BjptUdS+2Py074ahfeZ770EVowx/kGv4Q63uxVm1p46s0xF37DhRm/8l9uhRHkz+lOgt/wEgWVri/eMP2DZrZtKxwuPDTSp3OeIyG25s4NfzvxKdHJ193VKD5dNhp006riAIRa9sz0wRnnoN/V/nuOMMnKL1Rj/p6YEIB/g2cSPzovyp5lRNCYDr9FSyP8SGKmN8fdoovZ4t34P1byu9vrok+G8c3NwDLywwcvR0jtYWjPCvyVttq7Do4C0WH7xFTJKWFJ3MymN3WXfyPq+18ObDTtXxdFLyUej0MsdvRRAWk4ibgzV+VV1Qq3IZklFQYVfgymYAEq3d6LrdnbvRRw1PezpZM6WXL93rG5k1L0lQrzdyjS7E7pyB/dnfkFLiIeExbPkETv4O3adBtY6Few3FICgygXWn7gNQ1+ohLR4oK7nJKgvkbtOQpEL+uZUh0du3E/rNNLQhRvJMW1jgNX8edq1bm3y8RF2iGWuXztSgWhCEoid6foWnmsbCEv2IwUiQYYFihYwyuGFJFxW34+7S/9/+7Lm7BwAdcMLGmi12tpywscZwA9O1FryzC1p9mH6ga/8h/dwOy/tHcq2Pk40Fo7vU4sD4Tgx7tgZ2lsowgmSdnuVH79Dh2718sekSq4/fpd2M3fT77SgjVp+l329HaTdjN1svBhesQXJzaK7h25kxXbgbnfnWbUhUIh+sOJ1zPSxsiGv2IfJHx6Hha+nbwwJg2Yuw+g2ICDRzxYvXL/tukqJTen0XuKxF0iUDENfwLShfoxhr9nSJ3r6doBEjjQe+gMubb+LQsaNJx9LLepYHLOd/R3LOwCEh4WHrwb6++1jXax3Dmww36fiutq4mlRMEoehJsinLXpVh0dHRODk5ERUVhWOG5TD1ej1hYWG4ubmhUpXdzxClpR0O/jET1bzFlIvOHAJHdGrIrOdSuP74umFbN59unA0/m3vKo2vbYcMHhhyuMhK0HYH07KcmL2LwOC6Z3w4EsuTwbeKTcx4jmNZ3+NOApsZ7Xgsq8i7MbwJ6LVHY0zpxPvFkHacqAR5O1hwc/6zRnugsr4l7x5Wxvw8y3AZWWyofINp/kn1miVIiLDqRdt/uIVmrp5vleX5RTQdAdvAkrO+/uHpVLdG/G4XNXO8Rsk7Hjc7+2Qa+ABoPD2rs2omkzjk3b2hcKJ8e+pSjwUdzLCel/tbN7jjb8Luv0+votr4bYfFhRsf9Ski427qz9eWtWXIEl5b3y8Im2kEh2iGdOdoiu3jNmLLd2kKZ0e6NT/A7dIaEORN59M4Lhu3u1x6xvOtSulXpZti27c4201Ie1eoKHxyGap0AkJCRDs2F37uZ3LNZzs6Scd3rcGBcJ97rUA1rTfa/kml/Zqf+E5D92NuCOLwA9Mq43MXarkYD37R6BEclsvWiicsbe/spveW9f0pPE6dLVnqZFzSDM3+A/sl++dLjl/2BJGv1WJLCNzZ/GLbLXb5EtigluZ1LgfiTp3IMfAG0ISHEnzyVY5ntt7fz0qaXMgW+A30H8m37b3G3zZzG0N3WPVPgC8oqkhP8JgDpwXGatMfj/cabtDiGIAjFQ4z5FcoMjYUlTZ8bCM/B3auPiTtwgJSgIPSHjvPds99Ru1xt5p+Zb3RfGRkJiRnHZ9DJu1P6HzYHdxjwF/rDC5B2f4mk10LQKfi5PTw/Gxr2Nalu5e2tmPhcXZp4O/P+iuwnyqQFnsdvRdC6evm8NkH2YsOVLBaAVm3DksRuuewAH608zS/7nehS150u9dyp7e6Q/dhWlQoa94e6vZQ0ake+VwLg2FDY+CGc+E3JtFG5pfmuqQg8jE3ij2N3AHjXYivlk+4pT/i0hXovQ7gY92kuWhPbMrtyscmxTD8+nY03Nxq2udm68XW7r2nl2QqArj5dTVrhzd/Hn9kdZxtdFGO83/hsF8UQBKFkEMGvUCa5vDmAuANKOq+I5Stw6NyZxm6Nc9wn4yzuFh4t0p9QqaDNMB45+lJ+7zikiEBl0Ye/hsLN3dDjO5Nv7SdpTesBVVKkmTH4PfYTaJWJP2G1+hF5xrT6nr8fxfn7UczacQ1vFxv867rjX8cNH7tseqatHMB/CjQdqCyKcfkfZfuDM/B7V2jwKvhPBScvc1xVoVt44BaJKXrciWC4xQZlYLmkgudmKBMAzSy/y+8+DZKuXzOpnMY161jbM2FnmHhgIkGxQYZtXX268nnrz3GycjJsU6vUmX+3c+Dv408n705l9uchCKWZCH6FMsmuXTssfXxIvnOH+KNHSbx2jXCNaT1L2c3i1ro1QB66F2nreDi3Stl4bhXcO6YsEuHVNNdjuzmYlgv2q82XiU/W8bqfN1aaAv6xTYyG46lL8KoscH52JBbnLxkmcBljb6XBu5wNl0NiDNvuRSSw+NBtFh+6jaOVmk513enq60GH2q7YWz3xVuNSFV5bAYH7YOtECLukbL+wFq78C21HKotCWNqCXmc880YxexyXzPIjtwH41HIllvrUdHXNh4BHA7MP5cjP8rtPA31SEqHfTCPyzz9zLihJaNzdsW2enuIsRZ/Cz+d+ZuGFhehl5edhZ2HHpJaT6FWtV4GzcOQlWBYEoeQQwa9QJkkqFeUGDCD0668BeLziD1w/fN6kfXOcxW3lAH1+hurPwubRSg9wRCAs6gKdP4fWw5Se4mz4VXXB08makKjEHFLoQ3RiClM2XeLX/YGM8K/JS0280KjzOYT/5CJIigJAbvQ6Y3c8yjbwTQsVZr7akO71PQmKTGBnQCg7AkI5GvgIbepY5OgkHRvPPmDj2QdYqlW0rl6eLr7udPF1x90xQ4BfrQO8tx9OL4HdX0NCBKTEw95v4MxyJe3cpb8h+kH6Po4VlSESvuljt4vD4kO3iEvW4SddppfqsLLRxgU6TTL7udJWFHtyglXaWPQnx6U+LZLv3SNoxEgSAwIyPyFJmfNrpwax7pMmGia73Y66zcQDE7n46KKhWBO3JnzT7hsqOVQq9LoLglByiQlvQpnl1Kc3KjtlQlLUpk00sqyOu617lkksGUlIJKemscpRw77w/n7wSu2F0mthx+ew4iWIyX41KbVKYkov39RzPXluRdPKzoZtQZEJjFt3nq5z9/Pv+WD0eZ0Il5IAR340nOEXbS/+Pa+kMbNUqyhvb5mpuIeTdaZsE17ONgxqU4UV77Tk1GddmPd6Y55v6ImdZfpbS7JOz75r4Xy64SItv9nFC98fZMGu61wJiUaWZVBroMU7MPw0tPwApNRe3ah7cOSHzIEvQHQwrBkIAZvydq3G6HVw6wBcWKf8a+KqXNGJKSw+fBs1OqZaLE1/ovPnYOtS8HplkJ/ld58GMbt3c+ullw2Br2RlhefX/8Nr/jw07pknpmnc3fGaNxfHrl2RZZm119bSd3NfQ+CrkTQMbzKcxd0Wi8BXEASR6iw3ItVZzkp7O4R8/Q2Ply8HwG3sJ5zx92H03tEA2S5fKiHxQeMPeK/he6gk5ZqzbQddCuz5Gg7OxZCvwbaCkvmgVtds67X1YjBT/wkgOCo9AX/GBSYuBkUxc/tV9l7NPATD19ORsd1q07G2q2m3dE8shH/HAHDbvSsd77wFgEqChYOa06GWW54X2tDr9QQFhxAYq2HXlTB2BoTyIMr4QgJp44S7+LrjV8VF6b0Ou6IMhQjcnXPdHSvCyIv5HwIRsAm2js9Xr/L3u68zc/s13lRv5yuLJcpGz8YwdLehPub63TgRcoK3t70NgKSXqXtPplwsPLaHy94ScurP4/duv+f7Frys0ynZFMLD0bi6Ytu8Wa7pwkyV13aQtVrC587l0cJFhm0WPpWpNG8e1nXq5FjfiMQIphyewt57ew37VnGswrRnplG/Qn2zXE9BlPb3S3MR7aAQ7ZCuqFOdieA3FyL4zVlpb4fk27e52f05ADQVPamxfTu7gvZmGVvpZuOGi40LVyKuGLa1rdiWac9Mo5x1udzbIXAv/PUexGZI1dTqQ/D/AjRWRutmygpvx29FMHPbVY7fjsi0vblPOT7pVptW1YxMiksbQxv9ALZ/BnHKdT6f/A0X9VUA+LpPfd5o6ZNNq+XsybaQZZlLD6LZkTo8IiDY+NKwTjYWPFvHjS6+7nSyvILNqt65n8zSAVyqgGMlZZKcoxc4VVK+HL2UYNZYzuWATUrvcZYPOKnt23dZtgFwXJKWdjN2I8U/Yo/VaJykeOWJITvBOz34NNfvxpbALYw/MB6/q3re2qGnQvowax46KIu0HK+tYsYzM+hRrUeej29sxTSNhwfukybi2DX7D2imyks7pISGETRmNAkZ0pU5dO2K59f/Q+2QPgnT2MS/Qw8O8fmhz3mU+MhQrm+tvoxpPgbbtGXJi1lpf780F9EOCtEO6UTwW8KI4DdnT0M73H3vPeL27QfAa8F8HLt0MfrHVZIkFl5YyA9nfzBMnnG3dWdmh5k0rNAw93aIe6Sk9bq2NX2bRwN4+Xdl5bh8kmWZ/dcf8t22K1wMyhxYPlOzAmO71aZhJWdlQ8Am5K3jkZ4YShAg+9AjaRoAH3aszrjudfJdn9xeE/cfx7MzIJSdl8MyjRPOqI/mCHM0OS8ZbRpJmSSXMTB28ISDs5Vll7Pbx7EijLyQqVc57cPIquN32XTuAd9ofqO/RlkRkEb9oc9PmY5izp7fn+e/xZi/9Gm1Sz9H6uNZL6no//58OlfunKdjp62YxpN/BlLvGqQNJSgIU9sh7uhRgsZ8gu5RavCq0eA+bizl3nwz010MYxP/bDQ2JGgTDI9drF2Y2mYqHb07Fqju5vY0vF+ag2gHhWiHdCL4LWFE8Juzp6EdYg8c5N7QoQDYtmyJz9IlOZY/HnycsfvHEpGo9LZqJA2jmo2ii0sX3N3dc24HWYbjv8H2T0GXpGyzsFVSYzV5s0DpsWRZZuvFEGbtuMaNsNhMz3Wr586UGjfx3PYeMnKWwf6yDO+njMS6YW/mvta4QLPg8/KaiEpIYe/VMHYEhLLvajgxScoiG61UAay2zHnZWQDZrgJS/GOQC2G866DNUPUZIOswlAZSIBstP0MlyUrv87BTSs7nDMz1u6FNSeZom8a4xMhGR6PLQKw1bOhiRy+fntSyq4qclIScnIycnIQ+KVn5PilJeZycjJyUjD4xkYSzZyElxfiJU7MnmLJiWk5yawdZr+fRr78SPn+BIUOGxsMDrzmzsW3SJFPZ7Cb+ZdS+UnumtplKBZsK+a5zYXka3i/NQbSDQrRDuqIOfkW2B6HMs2vbBssqVUi+fZv4Y8dIvHoN69rZ98T6efqxttdaxu0fx6nQU2hlLd+d/I6j7keZ1nEaTtZO2e6LJEHLd5V0XevehodXlewGm4YpOYGfnws2zvm6DkmSeK6BJ13rebDhTBBzdl7j/mOlN2zHpWCm3JigBL5GIigZ+MpqBU4vTS5w+qe8cLKx4MXGXrzY2ItkrZ5jtx6xIyCULedUPNC54EGE0frqZQihPCPtltC8vgu+DonUtI7EW/MY2/gQiA6CqPup/wYpadJyzJ9hRKzSs7j1YjAfrDht2FtCz1SLJUrgC1yp8yF1ngh8zenU9uWUj8m+7hLgkAhv/hMHrCHMXCeWZcOKaXYt/cx11Ey0jx/zYPx44vYfMGyza9uWijO/Q1OuXKayOU38S+No6ci8jvPQqMWfNkEQsldqPmpERETwxhtv4OjoiLOzM0OGDCE2NjbH8sOGDaN27drY2NhQuXJlhg8fTlRUVBHWWigN0tKepXm8YkWu+7jZurGw60Lerv+2YduB0AP039I/07jgbHnUh3f3QrO30rdd+ht+fgbuHlMe5zMTgVol8XKzSuwe05GvXqyHp72al1T7qSgZDyRBmeDmJj9Ec/+o8QJFwFKj4pmarnz5Yn0+69WQqSkDASXQzSjt8dSUNzl+N5of993m480hdFuXiO9qG1rsqcPrd19gsuU4fq+7iH0vHOT+x7fRDz8Hg/+DZz4xrUIh59GlJDP1nwBkQIWeVqoAvtIspqnqBgDX9V68c6VZ4Sw3DcSlxPH30d8L5dimMnVltbxKOHeOWy+/nB74ShIVhn2M96+/ZAl8AU6Hnc6y7PiTopOjORN+pjCqKwjCU6TUfDx+4403CA4OZseOHaSkpDB48GDeffddVq5cabT8gwcPePDgATNnzsTX15c7d+7w/vvv8+DBA9atW1fEtRdKOqfevQmfMwd9XBxR//yD6+hRRv8AZ6RRKcMdmrg1YdLBScQkx3A35i4DtgxgUstJ9KnRJ+deVEtb6DVPyQm8aRgkRkHUXVj8HNTrDXeP5C0TgSxDbBiEXoTQS1iGXuLN0EsM0F9Bsszm1vYTbgbepFa19iaVLUxujtZs0/vxQcpIplgsoyLpE/pCKM/UlDfZpjfeGxkek0R4TBJHAzNPArS2UFGtgj3VK3RnsrwYNx5l+2EAgEPziDi6mg6JvYhR2TDZ4g8qSpmPuVnXkvvRWvMvN51q/un53LKINKlsRO9nWM8pYkkkWQMpamhfzZ/XGryBta0jkqUlkqUVKitLJEtLEs5fMAz3yYmxFdMKQpZlHv+xktAZMwxDLtTlylFx5nfYt22b7X6BUYEmHT+7RWgEQRDSlIrg9/Lly2zdupUTJ07QvHlzABYsWECPHj2YOXMmFStWzLJP/fr1Wb9+veFx9erV+frrrxkwYABarRaNplRculBE1PZ2OL38Eo+XLUdOTCRq/XrKv/OOSft29O7I6h6rGbl7JNejr5OkS2LK4SmcCj3Fp60+xUZjk/MBfF+Eik3hr3fh7mFl/OrF9VnLpeW37bsManaF8CsQein1Swl4iX+YZbe8DGIIk53J/9Q780lb7GN7lB87kprjp7qCG5GE4cxxfR1kVHg6WbNqaCtuPYrjZlgsN8PjuBkeS2B4LA9js+ZiTkzRExAcTUBwNMmqN/nJYi56mUwBsF5W2ivtM4urLpTpFguzzAcD5bPGCM1fXJErExbT2OxtcCbsDKuurEJdUQlkLbLr+E8dm9vm65+olhDGZ4c/41SwcvfgPLv5585Nvm73NY1cM09itGvTGo2HB9rQ0KwT3lKpK1TItGJaQeli4wj+7FNi/kuf9GnTpAlec2Zj4eFhfB+9jj+v/sncU3NNOkeOi9AIgiBQSoLfI0eO4OzsbAh8Afz9/VGpVBw7dow+ffqYdJy0QdA5Bb5JSUkkJSUZHkdHK7Pn9Xo9+gzLler1emRZzrStLHqa2sG5Xz8eL18BskzEHytxHjgQycQPSRXtKjLHbw7L7ixjzfU1AGy6uYmARwHMaj+LKk5Vcj6AoxcM3Aj7v0Pa/202AWvqaMd1g0GvQzJhDKssqaFCTR7a1sDq9i7sSchxDK3Kp3WBf5bmeE1IwGc96/LRyjPIqDiq9830HKnPV3axobKLDR1qZp7cFBmfTODDuAwBsfL93Yh4dHo5117lcNmZ4Zq/6ag+p5zTSJulLTI2xWI5t20/yHK9BWmHJF0Snx/6HBmZAXvlHANfALeJE5AlCXdbd37u/DOrr65m3ul5JOoSuRN9h4H/DWRwvcF80PADLNJSv0kSbhMn8GDkqKwrpqUdXq1Gl5CAyjb/qcLS2iHh6lVCRo8h+dYtw3Pl3noL11EjkSwsjLbT+fDzfHP8Gy5HXM71PBISbrZuNK7QuMS+Hz1N75cFIdpBIdohnTnaIi/7lorgNyQkBDc3t0zbNBoNLi4uhGTITZmThw8f8tVXX/Huu+/mWG7atGlMnTo1y/bw8HASE9MT9ev1eqKiopBluUzP0nyq2sHGBouWLUk5ehRtcDBBGzZg2d60IQB6vZ746HiGVBlCdZvqzLk0h0RdIjcib/D6v68zpv4YOnh0yPU4lk71yWl9MAmU1eKM0Nm6onWphbZ8bVJcaqMtXxttueqgtkSnl/lu4UKm62Ya7e0EmKcezHB7mbCwgk2ZMtdroqmbim+er8acvfcIi00ftuFmb8HIjt40dVPlWNdK1lDJ25IO3i6Q2qopOj3br0bw1fY7bNMb71XWp06FOOE3Dy/tdmqe+ybbc6gkqMgjLKKPEhbWymzt8Pv137kdfZu2l/T0OJn6A1KrkRwckCMjDeUk1wrYfvwxCY0akZChLfxd/KnTug4zLszgStQV9LKeRRcXsefOHsY3GE81h2pKwUaNsJv6BfELvkfOOLZXrQadDm1oKHcmf4rdxAl5qn9Ger2eqA0biPzlV0jrWLCzw27CeHjmGcIfZ005F50czaLri/jv/n+ZJrg1dmnM2YizRs8jI/Nerfd49PCR0edLgqfq/bIARDsoRDukM0dbxMTE5F4oVbEGvxMmTGDGjBk5lrl8OfdP/LmJjo6mZ8+e+Pr68sUXX+RYduLEiYwePTrTvt7e3ri6umZJdSZJEq6urmX6Rfu0tYPdkLe5f1SZ9JXyx0ocbWzQuLpi0yznFa8ytsPrHq/jV8WPMfvGEBgVSIIugf+d+x83Em8wptkYLNWW2R6HsKTsn8tAdq4MPu2Q3euBWz1w90Wyc8UCsACMDbTo2HsIH67W8rmR3s4vU97khZeH4OlR8KwF5nxNvObmxiutanHidgRhMUm4OVjRokruq8zlZKC7O78dDSU0OhH9E73KoHzA8HCyZuRzDVEHXIdzuR+zvGUyPPEBPb/tcCXiCmturcE7XOa9/9J7Mtw/+xSnl18m4VT6ymY5vS7dcOMPnz9YcmkJP53/Ca1eS2BMIB8d/YgPG33IW75voVap4ZVXkPv0yXRctYsLd17vhxwfT/K2bbi0fwYnE++wZWqDpCRCv/4a1qUP47GqU4eKc+dgWbly1vKyng03NjDvzDwikyIN22uVq8Ukv0k0cWvCzrs7+fbEt5kmv7nbujOuxTj8K/vnuY5F6Wl7v8wv0Q4K0Q7pzNEW1tbWJpct1uB3zJgxvPXWWzmWqVatGh4eHll6eLRaLREREXhkM04sTUxMDN27d8fBwYG///4bCwsjqz1lYGVlhZVV1hW3VCpVlh+IJElGt5c1T1M72Ldrh8bdHW1oKMlXrxI8dhxg2opXGduhRrkarOq5iv8d/R//BP4DwOqrq7n06BIzO8ykon3WceqAsgCDCaQXf4Sqz+RpPG+PhhVRqd7n1U1t8Y49Z+jtvGffiM9ebUD3+qad26T6mfE1oVJBmxrmG8epUsEXL/jywYrTSGROgJbWnlN6+WKhUZv881A5eCoHfkJe20Gr1/LFkS+wTNAyZr0O69QOb6eXXqLca68hSRL2rVrlfJAMLFWWvNvoXTp4d2DiwYlcf3wdrV7L/DPz2Xd/H1+3+xofRx90yFyuoibcTY2rrZqmbtXx/PJLHnyiZMYI/ep/2DRogHUt00eEJ9+9y/0RI0nK0IHh/OqruE+ehMrIH6krEVf439H/cS48/dOGnYUdHzX+iH51+qFRKX+uulbpSufKnbMsQqPO7zLXRexper8sCNEOCtEO6QraFnnZr1QscnH58mV8fX05efIkzZopky+2b99O9+7duX//vtEJb6D02nbr1g0rKyu2bNmCbT7GrYlFLnL2tLVD9PbtBA0fkfWJXFa8yq4dZFlm/fX1TDs2jWS9MgnL0dKRac9Mo30lI0Mq9DqYW1+Z3GZ0TK/x1cfywpRlkwuitLwmnly4AsDTyZopvXzTPwgU4OeRn3ZYdGER807N4ZP1elpcV85n5VuXKitXGg0Y8yJZl8yPZ39k8aXFhhUKbTQ2PFf1OQ4FHcrSkzrBbwL1Fh0gco0yht2yWjWqrl2Dys4u13PF7NzJg4mT0KfdhrSywuOLKZQz0nsckxzDD2d/YNWVVYZ6ATxX5Tk+afEJbrZuWfYprUrL70ZhE+2gEO2QTqzwlo3nnnuO0NBQfv75Z0Oqs+bNmxtSnQUFBdG5c2eWLVuGn58f0dHRdO3alfj4eP7++2/sMrxhu7q6ojZxxSIR/ObsaWoHWafjRmd/tNmNI89hxavc2iHgUQBj9o7hfux9w7Z3GrzDR40/MvRopRfepGR1UGqVsQLKP32XZZ/urAQoTa8Jkz4I5PPnkdd2uBV1i1c2vcJzhxJ5Y68SBKqcnKi6bi2W3t75uDrjzoadZfLBydyNuZttGSn12ma3nk61cb+RdEXJXe304gt4Tp+ebQo/OSWFsNlziFi82LDNokoVbD7/DM9WrbJ8MPz31r/MOjmLhwnpWUqqOFZhcqvJtPI0vYe7tChNvxuFSbSDQrRDuqIOfktNa//xxx/UqVOHzp0706NHD9q1a8evv/5qeD4lJYWrV68SHx8PwOnTpzl27BgXLlygRo0aeHp6Gr7u3btXXJchlGDxJ09lH/hCphWv8sq3vC9/9vqTZ72fNWxbeGEh7+54N9MffqXwC0pA5fjELXfHiiU+8C1t1CqJ1tXL82JjL1pXL2+8B7wIfh56Wc8Xh7+g9s1E+u1L7f2UJLy++9asgS9AY7fGrO21lr61+mZbJm2S2Yxzc/CcPdOQ7SFq4yai/vrL6D4poaHcGfRWpsDX4bnuVFm7BnW1apnK3oy8yZDtQ5h4YKLh9W+ttmZE0xH89cJfT2XgKwhCyVEqsj0AuLi4ZLugBUCVKlXI2IndsWNHSkmntlBCmLqSVX5XvHK0dGRup7ksC1jGnFNz0Mk6ToSc4NV/XuXb9t/SwqNFemHfF6BOT7hzWFlm195dWRK5lIxrfOoU8s9jzdU13Ll+ihkb9ahS37YqfPQR9iZmG8krWwtbulftzppra7ItIyMTEh/CRdsIan31JQ/GKON/Q778Cqu6vuhjYgwT5OSUZB6MG48uInUipYUF7uPHU+6N/sr7cFwcAPEp8fx8/meWX1qOVk7PWvKs97OM9xuf/Vh4QRAEMyo1wa8gFDZTV7IqyIpXkiQxqN4gGlRowNh9YwlLCONhwkPe2f4Ow5oM4+36b6OSUm/IqNRQ9Zl8n0sws0L6eQTHBrPg2Gwm/K3DMUHZZtehPRU+/MDs58rI1JXQwuPDadGzJ/EnThC5+k/kpCRuv/oq6IwnH9ZU9KTSnDnYNGoEKMMbZFlm592dfHfyO0Li0u+ueNl7ManlJOPj3wVBEApJqRn2IAiFzbZ5MzQeHsZXNMgg4cKFAt9VaOrelDW91hhu7+plPfNOz2PY7mFEJUUV6NhC6SHLMl8e/ZK+W2OpEaxss6hUCa8ZM5AKeQygqSuhpZVznzgRjZeXsjGbwNfKty5V1683BL4Ad6PvMvn0ZMbsG2MIfC1UFrzf6H02vLhBBL6CIBQ5EfwKQipJrcZ90sTUB9kHwOEzZxI8aTL65KxL6OZFeZvy/Oz/Mx80+sAwwWj//f30/acvFx9eRKdXhkVsCdzCiZAT6PTZLfMllFabAzej/m8/Xc+kfpiysqLS/HmonZ0L/dxN3ZributueO0ZIyERnaSscilpNMhJOeeh1kU8Rp060SRRm8iPZ3/k5X9e5sTDE4YybSu25e8X/+ajxh9hrSlYBgtBEIT8EMMeBCEDx65dYd5cQr+Zlmnym8bDA5tGjYjZtg2AqL//Jvn2bSotmI+mQoXsDpcrtUrNh40/pLFrYyYcmMDjpMc8iHvAG1vewM7Cjpjk9BVr0tJP+fsUXSJ/WadTJgKmju20bZ7zYh+C6R4mPGTlpq+ZsC09vZfnF19g7eubw17mo1apmeA3gdF7RyMhZVpJLY2MzKi9oxjedDivxzdA9/ChkSOlS5sQesorkWnHpmXKbuJu6854v/H4V/bPNluEIAhCURDBryA8wbFrVxw6dzYa9EVv2cKDiZOQk5JIOHOGW3374v3jj1jmIfm/MW282rCm1xo+2fcJ58LPoZf1mQJfgLD4MEbvHc3sjrOLJACO3r7d6IeA3Bb7EEwze8+XvPdnFJap876cX38N5z69i7QO/j7+zO44m+nHp2fJ8+tp58nZ8LPIyMw7PQ9deCNMGaDw+75Z/OoeYHiskTS85PMSo1qNwt7KvhCuQhAEIW9E8CsIRkhqNXYt/bJsd+zRA4vKPtz/6CO0oaFoHwRzu19/PGdMh4YNC3RODzsPFnZdSIc/OxCvjc/yvIyMhMSM4zPo5N2pUFe0it6+naARI+GJsc3a0FBlezaLfQim2XV7B/W+34l7pPJYU98X90mTiqUu/j7+dPLulGXFNJWk4tfzv/L92e8B2B1/xqTg92DiRdJG1DV3b85Ev4k4Jjtia5H3RYYEQRAKgxjzKwh5ZFO/HlXWrsE6NdiVExJ4MHwECcuWF3gi3IWHF4wGvmnS0k+dDjtdoPPkRNbpCP1mmvFrSZ25H/rNNORsJj0JOYtOjubMjEk0DVTaV+doR5X5C1BZWhZbndQqNS08WtCjWg9aeLRArVIjSRLvNXqPuR3nYqOx4bK3xEMH0GdzDD3w0AEue0uUty7PtGem8Xu336nhXKMoL0UQBCFXIvgVhHywcHPDZ9lSHHv1MmxL/P13gseORZ+YmMOeOTM1/dSGGxuIT8k+SC6ItMU+shuVKUG+F/sQYOXvY3luTywAegmqzJ2PRTZLtJcEnX06s+y5Zbg7eLKkiwqJrAGwHuV1sbSLmn6+b7Cpzyaer/a8GNsrCEKJJIJfQcgnlbU1Fb+dgevo0YbsEDFb/uPOgDdJCQ3NZW/jTE0/tenmJrqs68L80/OzrhBXQMlhptU9dOZMojZtQhclUrOZ6tjpf2j2837DG6/dR0Oxb9OmWOtkijoudVjx3ArO1LVi1ksqIhwyPx/hALNeUnGjUQXGtRiHo2XOS4sKgiAUJzHmVxAKQJIkKrw7FMtqVQkaOw4SEki8eJHbr7xKpR++xyaP44DT0k+FxYcZnX2fUXRyNL9d+I0ll5bQq3ovBvkOoppztRz3McUtzWNsTCiXdOECD8aNB7Ua2xYtcOjcGYfOz6L28ChwHZ5GsTERRI/5lEqpNwaiWtahzkejirdSeXA35i4p+hSO11ZxoqZE3Xsy5WLhsb0y1EFWSZD4iNNhpzOvVigIglDCiJ5fQTAD+2efxfGH77FIXQRAGx7OnQFvEvXP5jwdJy39FJAl/6qU+t+45uN4ofoLaFTKZ9cUfQp/Xf+LFze+yLBdwzgZcrJAY49DarjwyJ5sQ2+ZJ25763TEHz1K6Ndfc+PZztx++RUSli4l8epVscR4KlmWOTR6EJWCldzQEa7WNFuwpFQNC8g4JEdWSQT4qDhUT0WAj0oJfI2UEwRBKIlE8CsIZqKuVo3Kf67GpnkzAOTkZB6MHUvYnLnI+uymCWWVln7KzdYt03Z3W3dmd5zNm/Xe5Ot2X7P1pa0Mrj8Ye4v09FF77+9l8LbBvLHlDbbf3p7nhTFkWSYw9jaBHhgd85t2FXN6q5jyhprNLSRCnTOXSbp8mcTFS7jT5yVu+nchdNo04o4dR9Zq81SXp8nF32dT+cANAJIsoOL8uVg4OhVzrfImryvCCYIglFSSLLpmchQdHY2TkxNRUVE4OqaPY9Pr9YSFheHm5oaqkJchLclEOygytoOk1RLy1VdErl1neN6+c2cqzpiB2t7O5GPq9Los6aeMpTeLTY5l/fX1LA9YnilXK0Al+0oMrDeQ3jV6Y6OxyfG4Fx9eZMbxGaScOM2UVUqYK5M5CH7oAEu6qDheO8PPWpbxDge/azLNr+upHoJRaicn7Dt2xN6/M/Zt26KyfbpTX6W9Jmwe3OfumwPR6JS32usjn+eF978r5trlnU6vo9v6btkOyZGQcLd1Z+vLWzO9TsV7RDrRFgrRDgrRDunM0RbZxWvGiOA3FyL4zZloB8WT7SDLMo+XLyd0+gxI7fW1qlWLSj/+iGUlr0KpQ4o+ha23trL00lKuPr6a6TlnK2der/M6Fe0q8sPZHzIFya42rvg4+nAy9CS2iTIzF+qokLq+xrJnJQI9JMPYziveyi3ub9t/i4u1C4cfHObwg8NcjrhsOF75KJnm12VaXJfxvSujMdLpLVlZYdemDQ7+nbHv2BFN+fLZXldpXWVOr9cTcu06oUMGYP1Iye5w9JkKvPnLHsOQldJm552djN47GiBTAJw2RMfYAiziPSKdaAuFaAeFaId0IvgtYUTwmzPRDors2iH2wEGCRo9GH6NEk+py5aj0/QJsmzUrtLrIssyR4CMsubiEI8FH8rTvsI06nglQ3hISG9diXJ9YQhLDDM972HooS9Q+EeBEJEZw9MFRQzAcnqCM+7RNlGlyU8bvmkzjQBmbZCMnlSRsmjY1TJiz9PExPBW9fTuhX3+DNkP2DI27O+6TJ5X4RTZ0KSlcevN1LM4qq51drSRRZ+Va6rjVK+aaFczOOzuzrAiX3esCxHtERqItFKIdFKId0ongt4QRwW/ORDsocmqHpMBb3P/gA5Lv3FE2WFjgOeVznF95pdDrdSXiCksuLeG/wP/QZ7s8gaJtgMyIjcoYYZWDA9U2bUTl7mbS0IuMdDodJ2+d5GrSVY4EH+FkyEkSdYlotDL178i0uKb0DJeLM76/Vc0a2D/bGZWDPWEzZwGZh16kvWFVmj+vRAfAwbNmEfnbQgAi7eD8t4N4r/OEYq6VeZg6JAfEe0RGoi0Uoh0Uoh3SieC3hBHBb85EOyhyawddVBRBo0YRdzi9J9Zl0CDcxn6CpCn8W+Bbb21l7P6x2T7vEi0zc5EO+9Q0XBW/+w6nXs/n61xPtkWSLomzYWc5/OAwRx4c4XLEZSRZpsYDaH5dT4trMpUeGT/Wk2OODecA9K7O1N97sEQOgYjZtYv7H30MgE6C34ZW4rsR/2KpLr5V3IqLeI9IJ9pCIdpBIdohXVEHv6Vz4JkglDJqJye8f/2V0Bnf8nj5cgAili4l6eZNvGbPQp3LL2pB6eXse30lWebDf/WGwNexR498B77GWKmtaOnZkpaeLRnVbBSPEh5xNFgZIrGzxhFWdQzH85EyRrjFNT01g9LT0GSXCEwFqMIjid67F6fOnfNdt8IYT5x8+zb3x40zPF7xrIrBA74rLqVJsQAAIcZJREFUk4GvIAhCSSSCX0EoIpJGg8fkSVjVqEHIV1+BVkvcwYPcfu11vH/6EcsqVQrt3Dmln+p+UqbhbeUGkL5COTymfF5o9QAob1OentV60rNaT2RZ5kbkDaVXuMER/hd6EuuoRF7br8f/XO43pR589DFhnp5Y1aqJda1aWNWqjVWtWlhVrYJkmXOwGb19O6HfTEMbkp6eQuPhgfukifkeTqGPj+f+sOEQpyw9fbiuhNObb9DYrXG+jicIgiCYnwh+BaGIlXutL5ZVqxA0fAS6yEiSb93i1muvU2nObOwKaanbjCvHodcbVudS6+CN3em9wt7Tv0XtVHT5ZyVJoma5mtQsV5NB9QaRpEvidOhp9qi+h3OnTTqGNjgYbXAwcfv2p2+0sMCqalUlEK5VC+vayr8aDw8kSSJ6+3aCRoyEJ0Z9aUNDle3z5uY5AJZlmeDPp5B0/ToA98vDXy958meT4Xk6jiAIglC4RPArCMXAzs+PKmvXcP/DD0m6fgN9VBR3h76L+6SJlOvf3+wrf6WtHLf6l5EM2pGeyiyj2N4dcWzXzqznzSsrtRWtK7ZG84KKh7+/hUuM8ZV4ZCDRAkIqWuPzUEIVl5C5QEoKSdeukXTtWqbNKkdHLGvUIOnK5SyBr3JgGSSJ0G+m4dC5c56GQDxe8QfRm5UV/eItYebLaoY3GY2txdOdz1gQBKG0EcGvIBQTS29vfFat4sEnY4nduxd0OkK/+h9J16/jMXkyqFRmHY/qd1VPxb+Mr/gmA7WeMd8434Jq6tmccT1dGLI6Aj2ZA2A9yljgH3qpOF5bC7JMfV0l+lu2pXmsK/qbt0m6epWkW7fgiVXl9NHRJJ7OpUdZltGGhBB/8hR2Lf1Mqm/86TOEzphhePzj8ypa+PWmWYXCS2knCIIg5I8IfgWhGKnt7an0w/eEz53Lo7S0WKv/JP7kKfTR0WjD0nPsFmQ8qqzTEfrNtGwnkElA2HczcezevURkT1Cr1Dw3eCqzk7P2VEekrjJ3r6kXxAWDJHFRE8Ik/XocnR15td+r9K87lqoaZ5Ju3Sbp2lWSrl0j8do1kq5eyzTGNyfa8HCTywWNHGkItDe2kghs7MasZp+QGJWY10sXBEEQCpkIfgWhmElqNW5jxmBVowbBn36GnJJC8o0bWcrlNh5VHxdHSmgY2rBQtKGhyvehoWjDQkm8GZhr0JfX3s7C5u/jD+/N5ctG03C5GmJYZe5xbU/GtZpA58qdOfLgCEsDlnL4wWEAopOjWXRxEUsDltKjag8G+g6kdu1emY4bs3s39z/8KNfza1yznySYRk5JIWjUaMOHlIs+Eqs6qJjVcjKOVo4kIoJfQRCEkkYEv4JQQji9+CIW3t7cGfCmYUnkTFLHqAZ/+hkJFy6iCw9HG5Ye5OpjYwtcB1N7O4uKv48/nbw7ZbugQhuvNrTxasPViKssC1jGlltb0Oq1aPVaNt3cxKabm2jt2ZpB9QbRpmIbJEnCvkMHNB4eyqpx2aQ5l2xtsWncKNf6hc2eQ/zJkwA8coB5L6roXLUr/j7+6I39DAVBEIRiJ4JfQShB5BSt8cA3A310NBG//VYo5zelt7OoqVVqWni0yLFMbZfafN3ua0Y0HcGqK6tYc3UN0cnRABwJPsKR4CPULFeTgb4D6VG1B+6TJiq96JJkNACW4+O5//EwJQezg4PRc0Zv3UrE4sUAaFUwu7cauZwTk1pOKtgFC4IgCIVKBL+CUILkp+dVsrZG4+6GhZs7Gnd35Xt3dzRu7mjc3LBwd0Pt4sLN53pk39spSWjc3bFtXronaLnZujGi6QiGNhjKhhsbWB6wnPux9wG4/vg6nx36jHmn59G/Tn+qTRyAzfd/UC46vT3ibCRskyQkvZ64Awe4078/lX76CctKlTKdJ+nmTR5Mmmx4vMRfxfVKEv9rMY4KNhWK5mIFQRCEfBHBryCUIKb2vLp+8gn27Z/Bwt0dlaOjSanRsu3tTN3XfdLEEjHZzRxsLWzpX7c/r9V+jd33drP00lLOhZ8D4GHCQ+afmQ+A9IFE3Xsqw3jiK94q6tyX+XyTLaqYeJKu3+B239eo9MP32DRsSPzJUyTfu8fDH35AjlcWsthXX2J7U4k2FdvwQvUXiu2aBUEQBNOI4FcQShDb5s1yHo+a2kNbfvBbeQ5UHbt2hXlzs65q5u5eoFXNSjK1Sk0Xny508enC2bCzLL20lJ13dxqel1USAT6ZPzhcrqzi6yEOfLnBjZTbt9FFRHDnzYGo7OzQR0VlKhvmCL91V2FjYcvnrT83e35mQRAEwfxE8CsIJYikVhdqD61j1644dO5s1vzBpUVjt8Y0dmvMvzf/ZcLBCdmWk5G5YPOIxwsW4Pb1UuKPHgWtNkvgKwOu0dA4UObZN0fgZe9VyFcgCIIgmIOxxZMEQShGjl274jVvLhp390zbNe7ueOVj2d0nSWo1di39cHq+J3Yt/cpE4JuRqb2zIaoYvH/+CcnGxvhxUALgobvVvF6zr/kqKAiCIBQq0fMrCCVQWe6hLWyutqaNq15wZgGuV8JwSkjItowKcIpMIfHUmRKTH1kQBEHImQh+BaGESuuhFcyrqVtT3G3dCYsPQ8Z4nl+A4LhglhyfzQgTjlnS8iMLgiAI2RPDHgRBKFPUKjUT/JQxv9ITCz6nPfZx9AGUDBCmKIn5kQVBEATjRPArCEKZ4+/jz+yOs3Gzdcu03d3WnTkd5/BP73/4tv23RNT24KEDZLfsiB547KTGqmnjwq6yIAiCYCZi2IMgCGVSbksnP1f1ORwtHfn93LuM+UuPnsy9BXqUSW+LOstYPDqX6yp0giAIQskggl9BEMqs3JZOjkqK4nhtFbNegrd26KkQk/5chAMs6aLieG0VL8eLMb+CIAilhQh+BUEQspGWGeJ4bRUnakrUvScbVoO77C0hq6RM5QRBEISSTwS/giAI2ciUGUJFltXgJCTcbd1p6ta0mGooCIIg5JWY8CYIgpANUzJDjPcbbxgnLAiCIJR8IvgVBEHIQU6ZIWZ3nI2/j38x1UwQBEHIDzHsQRAEIRe5ZYYQBEEQSg8R/AqCIJggt8wQgiAIQukghj0IgiAIgiAIZYYIfgVBEARBEIQyQwS/giAIgiAIQpkhgl9BEARBEAShzBDBryAIgiAIglBmiOBXEARBEARBKDNE8CsIgiAIgiCUGSL4FQRBEARBEMoMEfwKgiAIgiAIZYYIfgVBEARBEIQyo9QEvxEREbzxxhs4Ojri7OzMkCFDiI2NNWlfWZZ57rnnkCSJDRs2FG5FBUEQBEEQhBKr1AS/b7zxBpcuXWLHjh1s3ryZ/fv38+6775q079y5c5EkqZBrKAiCIAiCIJR0muKugCkuX77M1q1bOXHiBM2bNwdgwYIF9OjRg5kzZ1KxYsVs9z179iyzZs3i5MmTeHp6FlWVBUEQBEEQhBKoVAS/R44cwdnZ2RD4Avj7+6NSqTh27Bh9+vQxul98fDz9+/fnhx9+wMPDw6RzJSUlkZSUZHgcFRUFQGRkJHq93rBdr9cTHR2NpaUlKlWp6UA3O9EOCtEO6URbKEQ7KEQ7pBNtoRDtoBDtkM4cbREdHQ0oQ11zUyqC35CQENzc3DJt02g0uLi4EBISku1+o0aNok2bNrz44osmn2vatGlMnTo1y3YfHx/TKywIgiAIgiAUuZiYGJycnHIsU6zB74QJE5gxY0aOZS5fvpyvY2/atIndu3dz5syZPO03ceJERo8ebXis1+uJiIigfPnymcYNR0dH4+3tzb1793B0dMxXHZ8Goh0Uoh3SibZQiHZQiHZIJ9pCIdpBIdohnTnaQpZlYmJichwKm6ZYg98xY8bw1ltv5VimWrVqeHh4EBYWlmm7VqslIiIi2+EMu3fv5ubNmzg7O2fa/vLLL/PMM8+wd+9eo/tZWVlhZWWVaduTx8jI0dGxzL9oQbRDGtEO6URbKEQ7KEQ7pBNtoRDtoBDtkK6gbZFbj2+aYg1+XV1dcXV1zbVc69atiYyM5NSpUzRr1gxQglu9Xk/Lli2N7jNhwgTeeeedTNsaNGjAnDlz6NWrV8ErLwiCIAiCIJQ6pWLMb926denevTtDhw7l559/JiUlhY8//pjXX3/d0L0dFBRE586dWbZsGX5+fnh4eBjtFa5cuTJVq1Yt6ksQBEEQBEEQSoBSM73wjz/+oE6dOnTu3JkePXrQrl07fv31V8PzKSkpXL16lfj4+CKpj5WVFVOmTMkyRKKsEe2gEO2QTrSFQrSDQrRDOtEWCtEOCtEO6Yq6LSTZlJwQgiAIgiAIgvAUKDU9v4IgCIIgCIJQUCL4FQRBEARBEMoMEfwKgiAIgiAIZYYIfgVBEARBEIQyo8wGv9OmTaNFixY4ODjg5uZG7969uXr1aqYyiYmJfPTRR5QvXx57e3tefvllQkNDM5UZPnw4zZo1w8rKisaNGxs9lyzLzJw5k1q1amFlZYWXlxdff/11YV1anhVVW3zxxRdIkpTly87OrjAvz2RF+ZrYtm0brVq1wsHBAVdXV15++WVu375dSFeWN0XZDmvWrKFx48bY2tri4+PDd999V1iXlWfmaIdz587Rr18/vL29sbGxoW7dusybNy/Lufbu3UvTpk2xsrKiRo0aLFmypLAvL0+Kqi2Cg4Pp378/tWrVQqVSMXLkyKK4PJMVVTv89ddfdOnSBVdXVxwdHWndujXbtm0rkms0VVG1xcGDB2nbti3ly5fHxsaGOnXqMGfOnCK5RlMU5ftEmkOHDqHRaLJ9Xy0ORdUOe/fuNRpHhISE5K3CchnVrVs3efHixfLFixfls2fPyj169JArV64sx8bGGsq8//77sre3t7xr1y755MmTcqtWreQ2bdpkOs6wYcPk77//Xn7zzTflRo0aGT3XsGHD5Nq1a8sbN26UAwMD5ZMnT8rbt28vzMvLk6Jqi5iYGDk4ODjTl6+vrzxo0KBCvkLTFFU7BAYGylZWVvLEiRPlGzduyKdOnZLbt28vN2nSpLAv0SRF1Q5btmyRNRqN/NNPP8k3b96UN2/eLHt6esoLFiwo7Es0iTnaYdGiRfLw4cPlvXv3yjdv3pSXL18u29jYZLrGwMBA2dbWVh49erQcEBAgL1iwQFar1fLWrVuL9HpzUlRtcevWLXn48OHy0qVL5caNG8sjRowoysvMVVG1w4gRI+QZM2bIx48fl69duyZPnDhRtrCwkE+fPl2k15uTomqL06dPyytXrpQvXrwo37p1S16+fLlsa2sr//LLL0V6vdkpqnZI8/jxY7latWpy165ds405ikNRtcOePXtkQL569WqmWEKn0+WpvmU2+H1SWFiYDMj79u2TZVmWIyMjZQsLC3nt2rWGMpcvX5YB+ciRI1n2nzJlitEXYkBAgKzRaOQrV64UWt3NrbDa4klnz56VAXn//v1mq7s5FVY7rF27VtZoNJl+WTdt2iRLkiQnJyeb/0IKqLDaoV+/fvIrr7ySadv8+fPlSpUqyXq93rwXYQYFbYc0H374odypUyfD43Hjxsn16tXLVOa1116Tu3XrZuYrMJ/CaouMOnToUOKC3ycVRTuk8fX1ladOnWqeiheComyLPn36yAMGDDBPxc2ssNvhtddekz/99FOT/84Wl8Jqh7Tg9/HjxwWqX5kd9vCkqKgoAFxcXAA4deoUKSkp+Pv7G8rUqVOHypUrc+TIEZOP+88//1CtWjU2b95M1apVqVKlCu+88w4RERHmvQAzKqy2eNLChQupVasWzzzzTMEqXEgKqx2aNWuGSqVi8eLF6HQ6oqKiWL58Of7+/lhYWJj3IsygsNohKSkJa2vrTNtsbGy4f/8+d+7cMUPNzctc7RAVFWU4BsCRI0cyHQOgW7duBfrdKmyF1RalTVG1g16vJyYmpkS3VVG1xZkzZzh8+DAdOnQwU83NqzDbYfHixQQGBjJlypRCqLl5FfbroXHjxnh6etKlSxcOHTqU5/qJ4BfljWXkyJG0bduW+vXrAxASEoKlpSXOzs6Zyrq7u+dpbElgYCB37txh7dq1LFu2jCVLlnDq1CleeeUVc16C2RRmW2SUmJjIH3/8wZAhQwpa5UJRmO1QtWpVtm/fzqRJk7CyssLZ2Zn79++zZs0ac16CWRRmO3Tr1o2//vqLXbt2odfruXbtGrNmzQKUsZ8libna4fDhw/z555+8++67hm0hISG4u7tnOUZ0dDQJCQnmvRAzKMy2KE2Ksh1mzpxJbGwsffv2NVv9zako2qJSpUpYWVnRvHlzPvroI9555x2zX0dBFWY7XL9+nQkTJrBixQo0Gk2hXYM5FGY7eHp68vPPP7N+/XrWr1+Pt7c3HTt25PTp03mqY8luwSLy0UcfcfHiRQ4ePGj2Y+v1epKSkli2bBm1atUCYNGiRTRr1oyrV69Su3Zts5+zIAqzLTL6+++/iYmJYdCgQYV6nvwqzHYICQlh6NChDBo0iH79+hETE8Pnn3/OK6+8wo4dO5AkyeznzK/CbIehQ4dy8+ZNnn/+eVJSUnB0dGTEiBF88cUXqFQl63O5Odrh4sWLvPjii0yZMoWuXbuasXZFS7SFoqjaYeXKlUydOpWNGzfi5uaW73MVpqJoiwMHDhAbG8vRo0eZMGECNWrUoF+/fgWpttkVVjvodDr69+/P1KlTDXFESVaYr4fatWtnipvatGnDzZs3mTNnDsuXLzf5+CXrL0wx+Pjjj9m8eTN79uyhUqVKhu0eHh4kJycTGRmZqXxoaCgeHh4mH9/T0xONRpPpBVu3bl0A7t69W7DKm1lht0VGCxcu5Pnnn8/S41USFHY7/PDDDzg5OfHtt9/SpEkT2rdvz4oVK9i1axfHjh0z12UUWGG3gyRJzJgxg9jYWO7cuUNISAh+fn4AVKtWzSzXYA7maIeAgAA6d+7Mu+++y6effprpOQ8PjyyZMkJDQ3F0dMTGxsa8F1NAhd0WpUVRtcPq1at55513WLNmTZahMSVFUbVF1apVadCgAUOHDmXUqFF88cUX5r6UAinMdoiJieHkyZN8/PHHaDQaNBoNX375JefOnUOj0bB79+5Cvba8KI73CD8/P27cuJG3ihZoxHApptfr5Y8++kiuWLGifO3atSzPpw3OXrdunWHblStX8jypZ9u2bTIg37hxw7AtbaLX1atXzXMxBVRUbZEmMDBQliRJ/ueff8xSf3MpqnYYPXq07Ofnl2nbgwcPZEA+dOhQwS+kgIr69ZDRm2++Kbdu3TrfdTcnc7XDxYsXZTc3N3ns2LFGzzNu3Di5fv36mbb169evRE14K6q2yKgkTngrynZYuXKlbG1tLW/YsMG8F2EmxfGaSDN16lTZx8enQPU3l6JoB51OJ1+4cCHT1wcffCDXrl1bvnDhQqaMCsWlOF8P/v7+cp8+ffJU3zIb/H7wwQeyk5OTvHfv3kzpMuLj4w1l3n//fbly5cry7t275ZMnT8qtW7fO8of5+vXr8pkzZ+T33ntPrlWrlnzmzBn5zJkzclJSkizLyou2adOmcvv27eXTp0/LJ0+elFu2bCl36dKlSK83J0XVFmk+/fRTuWLFirJWqy2S6zNVUbXDrl27ZEmS5KlTp8rXrl2TT506JXfr1k328fHJdK7iUlTtEB4eLv/000/y5cuX5TNnzsjDhw+Xra2t5WPHjhXp9WbHHO1w4cIF2dXVVR4wYECmY4SFhRnKpKU6Gzt2rHz58mX5hx9+KHGpzoqqLWRZNrxOmjVrJvfv318+c+aMfOnSpSK71pwUVTv88ccfskajkX/44YdMZSIjI4v0enNSVG3x/fffy5s2bZKvXbsmX7t2TV64cKHs4OAgT548uUivNztF+buRUUnL9lBU7TBnzhx5w4YN8vXr1+ULFy7II0aMkFUqlbxz58481bfMBr+A0a/FixcbyiQkJMgffvihXK5cOdnW1lbu06ePHBwcnOk4HTp0MHqcW7duGcoEBQXJL730kmxvby+7u7vLb731lvzo0aMiutLcFWVb6HQ6uVKlSvKkSZOK6OpMV5TtsGrVKrlJkyaynZ2d7OrqKr/wwgvy5cuXi+hKc1ZU7RAeHi63atVKtrOzk21tbeXOnTvLR48eLcIrzZk52mHKlClGj/Fkr9WePXvkxo0by5aWlnK1atUynaMkKMq2MKVMcSmqdsjud6ek5ESX5aJri/nz58v16tWTbW1tZUdHR7lJkybyjz/+mOe8roWlKH83MippwW9RtcOMGTPk6tWry9bW1rKLi4vcsWNHeffu3Xmur5RaaUEQBEEQBEF46pX5CW+CIAiCIAhC2SGCX0EQBEEQBKHMEMGvIAiCIAiCUGaI4FcQBEEQBEEoM0TwKwiCIAiCIJQZIvgVBEEQBEEQygwR/AqCIAiCIAhlhgh+BUEQBEEQhDJDBL+CIAiCIAhCmSGCX0EQyoy33noLSZKyfN24caO4q5ZvS5YswdnZ+f/t3GtIVO0WB/B/U40OzqRlZcWo00VTwUxFKoO025sUVlJZZqSW2sVKC7tf7DJF0YfRQIzKNIXIokKQyMILxnRhlLRyaqxhUgsrLaymbLRxnQ+dd3MmNbXjqfc06wf7w+znstd+NshiuffTbT+z2YyjR4/Cw8MDEokEQ4YMwaRJk3DmzBmhT3BwMJKSkvosNoVCgdTU1B71+/tZSCQSKBQKhIeHo7i4uNfXjI6OxsKFC3sfLGPManDyyxizKiEhIWhoaLA4Ro8e/VNztba29nF0/zsHDhyASqXCoUOHoNVqUVJSgvj4eDQ3N/f5tX5mXQ4ePIiGhgbodDrk5OTAwcEBs2bNwuHDh/s8PsaYlSPGGLMSUVFRtGDBgi7bS0tLKSAggMRiMY0YMYK2b99ObW1tQntQUBAlJCRQYmIiOTo6UnBwMBERPXz4kEJCQsjOzo6GDx9OK1asoMbGRmGc2WymY8eO0dixY0ksFpOzszMplUqhfdu2beTm5kYSiYRGjx5Ne/bsodbWVqG9srKSgoODSSqVkkwmIz8/P9JoNFRSUkIALI6UlJRO783Hx4f279//w7X5fi6DwUBfv36lVatWkUKhIFtbW3J3d6fU1NRO11WpVNLIkSNJoVBQUFBQh/m64urqSiqVqsP5ffv2kUgkoidPnhARdRtLSkpKh2uWlJQQEVFdXR0tWbKE7O3tafDgwTR//nwyGAxdxsQY+3Nx5ZcxxgC8fPkSc+fORUBAAKqqqpCRkYHMzEwolUqLfufOnYNYLIZarcbJkyfR3NyMGTNmwNfXF+Xl5bh+/Tpev36N8PBwYczOnTtx9OhR7N27F1qtFufPn4eTk5PQLpPJkJ2dDa1Wi7S0NJw+fRoqlUpoj4yMhFwuh0ajQUVFBXbs2IGBAwciMDAQqampGDRokFDFTk5O7vT+RowYgeLiYjQ2NnbanpaWhilTpiAuLk6Yy9nZGe3t7ZDL5bh06RK0Wi327duHXbt24eLFixbji4qKoNPpcPPmTRQUFODKlSuQy+VCRbehoaHXzyQxMRFEhPz8fADoNpbk5GSEh4dbVPcDAwPR1taGOXPmQCaT4datW1Cr1ZBKpQgJCfm/qt4zxvrI786+GWPsV4mKiqL+/fuTnZ2dcCxevJiIiHbt2kXjx4+n9vZ2oX96ejpJpVIym81E9K3y6+vrazHnoUOH6K+//rI4V19fTwBIp9PRhw8fyMbGhk6fPt3jOI8fP07+/v7Cb5lMRtnZ2Z32zcrKInt7+27nrK6uJk9PTxKJROTt7U1r1qyha9euWfQJCgqixMTEbudKSEigRYsWCb+joqLIycmJTCaTRb+uKrrf+1E/JycnWrduXa9i+b66n5ub2+HZmkwmkkgkVFhY2G18jLE/y4DfnXwzxtivNH36dGRkZAi/7ezsAACPHz/GlClT0K9fP6Ft6tSpMBqNePHiBVxcXAAA/v7+FvNVVVWhpKQEUqm0w7X0ej2am5thMpkwc+bMLmPKy8vDiRMnoNfrYTQa8fXrVwwaNEho37JlC2JjY5Gbm4tZs2ZhyZIlGDt2bK/u28vLC48ePUJFRQXUajXKysoQGhqK6Ohoi4/eOpOeno6zZ8+irq4OLS0taG1txcSJEy36eHt7QywW9yqmniAii2fSk1i+V1VVhWfPnkEmk1mc//LlC/R6fZ/HzBj7Z+PXHhhjVsXOzg7jxo0TjpEjR/Z6/H8yGo0IDQ1FZWWlxfH06VNMmzYNEonkh/PduXMHkZGRmDt3LgoKCnD//n3s3r3b4t/x+/fvR3V1NebNm4fi4mJ4eXnh6tWrvYobAEQiEQICApCUlIQrV64gOzsbmZmZMBgMXY65cOECkpOTsXr1aty4cQOVlZWIiYnp8LrA9+vSF96+fYvGxkbhg8SexvI9o9EIf3//Ds+opqYGy5cv7/O4GWP/bFz5ZYwxAJ6enrh8+bJFpVGtVkMmk0Eul3c5zs/PD5cvX4ZCocCAAR3/pLq5uUEikaCoqAixsbEd2m/fvg1XV1fs3r1bOFdbW9uhn7u7O9zd3bF582ZEREQgKysLYWFhEIvFMJvNP3PL8PLyAgB8+vQJADqdS61WIzAwEOvXrxfO9bRa+t/EBnx7D1kkEglbl/Ukls6u6efnh7y8PAwfPtyios4Ys05c+WWMMQDr169HfX09Nm7ciCdPniA/Px8pKSnYsmULRKKu/1QmJCTg3bt3iIiIgEajgV6vR2FhIWJiYmA2m2Fra4vt27dj27ZtyMnJgV6vx927d5GZmQngW3JcV1eHCxcuQK/X48SJExZV3ZaWFmzYsAGlpaWora2FWq2GRqOBp6cngG975BqNRhQVFaGpqQmfP3/uNM7FixdDpVLh3r17qK2tRWlpKRISEuDu7g4PDw9hrnv37uH58+doampCe3s73NzcUF5ejsLCQtTU1GDv3r3QaDQ9WlOFQoGysjK8fPkSTU1NP+z78eNHvHr1CvX19SgrK0N8fDyUSiUOHz6McePGCWvVXSwKhQIPHjyATqdDU1MT2traEBkZiaFDh2LBggW4desWDAYDSktLsWnTJrx48aJH98IY+4P87peOGWPsV+mLrc46+yCspqaGwsLCyMHBgSQSCXl4eFBSUpLwgZXZbCalUkmurq40cOBAcnFxoSNHjgjjt27dSo6OjiSVSmnp0qWkUqmEj9hMJhMtW7aMnJ2dSSwW06hRo2jDhg3U0tIijF+7di05Ojr+cKuzU6dO0fTp02nYsGEkFovJxcWFoqOj6fnz50IfnU5HkydPJolEImx19uXLF4qOjiZ7e3tycHCgdevW0Y4dO8jHx6fbdb1z5w5NmDCBbGxsut3qDP/emuzv2MLDw6m4uNiiX09iefPmDc2ePZukUqnFVmcNDQ20cuVKGjp0KNnY2NCYMWMoLi6O3r9/32VcjLE/Uz8iot+ZfDPGGGOMMfar8GsPjDHGGGPManDyyxhjjDHGrAYnv4wxxhhjzGpw8ssYY4wxxqwGJ7+MMcYYY8xqcPLLGGOMMcasBie/jDHGGGPManDyyxhjjDHGrAYnv4wxxhhjzGpw8ssYY4wxxqwGJ7+MMcYYY8xq/Au/jt4mVg2obgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 51
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "c20c299dbc545bfc"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
